Airline Passenger Satisfaction Parameter Tuning
Title: Airline Passenger Satisfaction Parameter Tuning
Date: April 22, 2024
In this notebook, we’ll explore a dataset containing information about airline passengers and their satisfaction levels. We’ll preprocess the data, build a machine learning model and evaluate the performance.
Setup
# Load libraries
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.5.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.3 ✔ tidyr 1.3.1
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorsptm <- proc.time()
library(ranger)
library(mlr)## Lade nötiges Paket: ParamHelpers
## Warning message: 'mlr' is in 'maintenance-only' mode since July 2019.
## Future development will only happen in 'mlr3'
## (<https://mlr3.mlr-org.com>). Due to the focus on 'mlr3' there might be
## uncaught bugs meanwhile in {mlr} - please consider switching.library(caret)## Lade nötiges Paket: lattice
##
## Attache Paket: 'caret'
##
## Das folgende Objekt ist maskiert 'package:mlr':
##
## train
##
## Das folgende Objekt ist maskiert 'package:purrr':
##
## liftlibrary(ggplot2)
library(plotly)##
## Attache Paket: 'plotly'
##
## Das folgende Objekt ist maskiert 'package:ggplot2':
##
## last_plot
##
## Das folgende Objekt ist maskiert 'package:stats':
##
## filter
##
## Das folgende Objekt ist maskiert 'package:graphics':
##
## layoutData Loading and Preprocessing
Importing the data
data <- read.csv('./data/train.csv')
head(data)## X id Gender Customer.Type Age Type.of.Travel Class
## 1 0 70172 Male Loyal Customer 13 Personal Travel Eco Plus
## 2 1 5047 Male disloyal Customer 25 Business travel Business
## 3 2 110028 Female Loyal Customer 26 Business travel Business
## 4 3 24026 Female Loyal Customer 25 Business travel Business
## 5 4 119299 Male Loyal Customer 61 Business travel Business
## 6 5 111157 Female Loyal Customer 26 Personal Travel Eco
## Flight.Distance Inflight.wifi.service Departure.Arrival.time.convenient
## 1 460 3 4
## 2 235 3 2
## 3 1142 2 2
## 4 562 2 5
## 5 214 3 3
## 6 1180 3 4
## Ease.of.Online.booking Gate.location Food.and.drink Online.boarding
## 1 3 1 5 3
## 2 3 3 1 3
## 3 2 2 5 5
## 4 5 5 2 2
## 5 3 3 4 5
## 6 2 1 1 2
## Seat.comfort Inflight.entertainment On.board.service Leg.room.service
## 1 5 5 4 3
## 2 1 1 1 5
## 3 5 5 4 3
## 4 2 2 2 5
## 5 5 3 3 4
## 6 1 1 3 4
## Baggage.handling Checkin.service Inflight.service Cleanliness
## 1 4 4 5 5
## 2 3 1 4 1
## 3 4 4 4 5
## 4 3 1 4 2
## 5 4 3 3 3
## 6 4 4 4 1
## Departure.Delay.in.Minutes Arrival.Delay.in.Minutes satisfaction
## 1 25 18 neutral or dissatisfied
## 2 1 6 neutral or dissatisfied
## 3 0 0 satisfied
## 4 11 9 neutral or dissatisfied
## 5 0 0 satisfied
## 6 0 0 neutral or dissatisfiedsummary(data)## X id Gender Customer.Type
## Min. : 0 Min. : 1 Length:103904 Length:103904
## 1st Qu.: 25976 1st Qu.: 32534 Class :character Class :character
## Median : 51952 Median : 64857 Mode :character Mode :character
## Mean : 51952 Mean : 64924
## 3rd Qu.: 77927 3rd Qu.: 97368
## Max. :103903 Max. :129880
##
## Age Type.of.Travel Class Flight.Distance
## Min. : 7.00 Length:103904 Length:103904 Min. : 31
## 1st Qu.:27.00 Class :character Class :character 1st Qu.: 414
## Median :40.00 Mode :character Mode :character Median : 843
## Mean :39.38 Mean :1189
## 3rd Qu.:51.00 3rd Qu.:1743
## Max. :85.00 Max. :4983
##
## Inflight.wifi.service Departure.Arrival.time.convenient Ease.of.Online.booking
## Min. :0.00 Min. :0.00 Min. :0.000
## 1st Qu.:2.00 1st Qu.:2.00 1st Qu.:2.000
## Median :3.00 Median :3.00 Median :3.000
## Mean :2.73 Mean :3.06 Mean :2.757
## 3rd Qu.:4.00 3rd Qu.:4.00 3rd Qu.:4.000
## Max. :5.00 Max. :5.00 Max. :5.000
##
## Gate.location Food.and.drink Online.boarding Seat.comfort
## Min. :0.000 Min. :0.000 Min. :0.00 Min. :0.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.00 1st Qu.:2.000
## Median :3.000 Median :3.000 Median :3.00 Median :4.000
## Mean :2.977 Mean :3.202 Mean :3.25 Mean :3.439
## 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:4.00 3rd Qu.:5.000
## Max. :5.000 Max. :5.000 Max. :5.00 Max. :5.000
##
## Inflight.entertainment On.board.service Leg.room.service Baggage.handling
## Min. :0.000 Min. :0.000 Min. :0.000 Min. :1.000
## 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:2.000 1st Qu.:3.000
## Median :4.000 Median :4.000 Median :4.000 Median :4.000
## Mean :3.358 Mean :3.382 Mean :3.351 Mean :3.632
## 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:4.000 3rd Qu.:5.000
## Max. :5.000 Max. :5.000 Max. :5.000 Max. :5.000
##
## Checkin.service Inflight.service Cleanliness Departure.Delay.in.Minutes
## Min. :0.000 Min. :0.00 Min. :0.000 Min. : 0.00
## 1st Qu.:3.000 1st Qu.:3.00 1st Qu.:2.000 1st Qu.: 0.00
## Median :3.000 Median :4.00 Median :3.000 Median : 0.00
## Mean :3.304 Mean :3.64 Mean :3.286 Mean : 14.82
## 3rd Qu.:4.000 3rd Qu.:5.00 3rd Qu.:4.000 3rd Qu.: 12.00
## Max. :5.000 Max. :5.00 Max. :5.000 Max. :1592.00
##
## Arrival.Delay.in.Minutes satisfaction
## Min. : 0.00 Length:103904
## 1st Qu.: 0.00 Class :character
## Median : 0.00 Mode :character
## Mean : 15.18
## 3rd Qu.: 13.00
## Max. :1584.00
## NA's :310# Print the column names of the dataset
print(colnames(data))## [1] "X" "id"
## [3] "Gender" "Customer.Type"
## [5] "Age" "Type.of.Travel"
## [7] "Class" "Flight.Distance"
## [9] "Inflight.wifi.service" "Departure.Arrival.time.convenient"
## [11] "Ease.of.Online.booking" "Gate.location"
## [13] "Food.and.drink" "Online.boarding"
## [15] "Seat.comfort" "Inflight.entertainment"
## [17] "On.board.service" "Leg.room.service"
## [19] "Baggage.handling" "Checkin.service"
## [21] "Inflight.service" "Cleanliness"
## [23] "Departure.Delay.in.Minutes" "Arrival.Delay.in.Minutes"
## [25] "satisfaction"Removing unwanted columns
data <- data %>%
select(-id)Reporting the amount of missing data
# Anzahl der NA-Werte in der Spalte 'Arrival.Delay.in.Minutes' vor der Mutation
na_count <- sum(is.na(data$`Arrival.Delay.in.Minutes`))
print(na_count)## [1] 310Handling missing values
# Replace NA values with the mean of the column "Arrival.Delay.in.Minutes"
data <- data %>%
mutate(`Arrival.Delay.in.Minutes` = if_else(
is.na(`Arrival.Delay.in.Minutes`),
mean(`Arrival.Delay.in.Minutes`, na.rm = TRUE),
`Arrival.Delay.in.Minutes`
))Encoding categorical variables
data$Gender <- ifelse(data$Gender == 'Male', 1, 0)
data$`Customer.Type` <- ifelse(data$`Customer.Type` == 'Loyal Customer', 1, 0) # Correct column name
data$`Type.of.Travel` <- ifelse(data$`Type.of.Travel` == 'Business travel', 1, 0) # Correct column name
data$Class <- ifelse(data$Class == 'Business', 1, ifelse(data$Class == 'Eco', 0, -1))
data$satisfaction <- ifelse(data$satisfaction == 'neutral or dissatisfied', 1, 0)
data$satisfaction <- factor(data$satisfaction)
train_data <- dataApplying the same steps to test data
test_data <- read.csv('./data/test.csv')
test_data <- test_data %>%
select(-id)
test_data <- test_data %>%
mutate(`Arrival.Delay.in.Minutes` = if_else(
is.na(`Arrival.Delay.in.Minutes`),
mean(`Arrival.Delay.in.Minutes`, na.rm = TRUE),
`Arrival.Delay.in.Minutes`
))
test_data$Gender <- ifelse(test_data$Gender == 'Male', 1, 0)
test_data$`Customer.Type` <- ifelse(test_data$`Customer.Type` == 'Loyal Customer', 1, 0) # Correct column name
test_data$`Type.of.Travel` <- ifelse(test_data$`Type.of.Travel` == 'Business travel', 1, 0) # Correct column name
test_data$Class <- ifelse(test_data$Class == 'Business', 1, ifelse(test_data$Class == 'Eco', 0, -1))
test_data$satisfaction <- ifelse(test_data$satisfaction == 'neutral or dissatisfied', 1, 0)
x_train <- train_data %>%
select(-satisfaction)
y_train <- train_data$satisfaction
x_test <- test_data %>%
select(-satisfaction)
y_test <- factor(test_data$satisfaction)Model Building and Tuning on data
# Define task and learner
task <- makeClassifTask(id = "train_data",
data = train_data,
target = "satisfaction")
learner <- makeLearner("classif.ranger")
# Choose resampling strategy and define grid
rdesc <- makeResampleDesc("CV", iters = 5)
ps <- makeParamSet(
makeIntegerParam("mtry", lower = 3, upper = 4),
makeDiscreteParam("num.trees", 200),
makeDiscreteParam("respect.unordered.factors", values = c("ignore", "order", "partition"))
#makeDiscreteParam("replace", values = c("TRUE" = TRUE, "FALSE" = FALSE))
)
# Tune
res = tuneParams(learner, task, rdesc, par.set = ps,
control = makeTuneControlGrid())## [Tune] Started tuning learner classif.ranger for parameter set:## Type len Def Constr Req Tunable
## mtry integer - - 3 to 4 - TRUE
## num.trees discrete - - 200 - TRUE
## respect.unordered.factors discrete - - ignore,order,partition - TRUE
## Trafo
## mtry -
## num.trees -
## respect.unordered.factors -## With control class: TuneControlGrid## Imputation value: 1## [Tune-x] 1: mtry=3; num.trees=200; respect.unordered.factors=ignore## [Tune-y] 1: mmce.test.mean=0.0397771; time: 1.6 min## [Tune-x] 2: mtry=4; num.trees=200; respect.unordered.factors=ignore## [Tune-y] 2: mmce.test.mean=0.0376790; time: 1.6 min## [Tune-x] 3: mtry=3; num.trees=200; respect.unordered.factors=order## [Tune-y] 3: mmce.test.mean=0.0401332; time: 1.6 min## [Tune-x] 4: mtry=4; num.trees=200; respect.unordered.factors=order## [Tune-y] 4: mmce.test.mean=0.0379485; time: 1.7 min## [Tune-x] 5: mtry=3; num.trees=200; respect.unordered.factors=partition## [Tune-y] 5: mmce.test.mean=0.0398830; time: 1.5 min## [Tune-x] 6: mtry=4; num.trees=200; respect.unordered.factors=partition## [Tune-y] 6: mmce.test.mean=0.0376405; time: 1.7 min## [Tune] Result: mtry=4; num.trees=200; respect.unordered.factors=partition : mmce.test.mean=0.0376405Tuning Ergebnisse visualisieren 3 Hyperparameter
# Ergebnisse extrahieren
df <- as.data.frame(res$opt.path)
# Scatterplot-Matrix mit Größe der Punkte basierend auf MME erstellen
ggplot(df, aes(x = mtry, y = num.trees, color = respect.unordered.factors, size = mmce.test.mean)) +
geom_point() +
facet_grid(. ~ respect.unordered.factors) +
labs(title = "Hyperparameter Visualisierung",
x = "mtry", y = "num.trees",
color = "respect.unordered.factors",
size = "Mean Misclassification Error") +
theme_minimal()
Tuning Ergebnisse visualisieren 2 Hyperparameter
# Ergebnisse extrahieren
df <- as.data.frame(res$opt.path)
# Plot der Ergebnisse als interaktiver 3D-Plot
plot_ly(data = df, x = ~mtry, y = ~num.trees, z = ~mmce.test.mean, type = "scatter3d", mode = "markers",
marker = list(size = 5, color = ~mmce.test.mean, colorscale = "Viridis")) %>%
layout(scene = list(xaxis = list(title = "mtry"), yaxis = list(title = "num.trees"), zaxis = list(title = "Mean Misclassification Error")))Train on dataset (using best hyperparameters)
lrn = setHyperPars(makeLearner("classif.ranger"), par.vals = res$x)
Ranger_model = mlr::train(lrn, task)
print(Ranger_model)## Model for learner.id=classif.ranger; learner.class=classif.ranger
## Trained on: task.id = train_data; obs = 103904; features = 23
## Hyperparameters: num.threads=1,verbose=FALSE,respect.unordered.factors=partition,mtry=4,num.trees=200print(proc.time() - ptm)## User System verstrichen
## 155.59 1.09 605.23Predict for our test set
Ranger_pred = getPredictionResponse(predict(Ranger_model, newdata = x_test))
Ranger_pred## [1] 0 0 1 0 1 0 0 0 0 0 1 1 0 0 0 1 1 0 1 0 0 1 1 0 1 1 0 0 0 0 1 0 1 1 0 1
## [37] 0 0 0 1 1 0 1 0 1 0 0 1 0 1 1 0 1 1 0 1 0 1 1 1 0 1 1 0 0 1 1 1 0 0 1 1
## [73] 1 0 1 1 1 1 1 1 0 1 0 1 1 1 1 0 1 1 0 1 0 1 0 1 1 0 1 1 1 1 1 1 0 0 0 1
## [109] 1 0 1 1 0 1 1 1 1 0 1 0 0 0 0 1 1 1 1 1 0 0 1 1 1 0 0 1 1 0 1 1 1 0 1 0
## [145] 0 1 0 0 1 1 0 0 0 1 0 0 1 1 0 0 0 1 1 0 1 0 1 1 0 0 0 0 1 0 0 1 0 1 1 1
## [181] 1 1 1 1 0 1 1 1 0 1 0 0 1 0 1 1 0 1 0 0 1 0 1 0 0 1 1 0 1 0 0 0 0 0 1 1
## [217] 0 0 1 1 1 1 0 0 1 1 1 0 1 0 1 1 0 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 0 0 0
## [253] 0 0 0 1 1 1 1 0 1 0 1 1 0 1 0 1 1 1 0 0 0 0 0 0 1 1 1 1 0 1 1 1 1 1 1 0
## [289] 0 0 0 1 0 1 0 0 1 1 1 0 1 0 1 0 0 0 1 1 0 0 0 1 0 0 0 1 1 0 1 1 1 0 0 0
## [325] 0 1 1 1 0 1 1 0 1 1 1 0 0 0 1 0 0 0 1 1 0 0 0 1 1 1 0 1 1 0 1 0 0 1 1 1
## [361] 1 0 1 1 1 0 0 1 0 1 0 1 1 1 1 0 1 1 0 1 1 1 1 0 1 0 1 0 1 0 0 0 1 0 0 1
## [397] 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1 0 0 0 1 1 1 0 0 0 0 1
## [433] 1 1 0 0 0 0 1 1 1 1 0 1 1 0 1 0 1 0 1 0 0 1 1 1 1 1 0 1 0 0 1 0 1 0 1 0
## [469] 0 1 0 0 1 0 0 1 0 0 0 1 1 0 1 1 0 1 1 1 0 0 1 0 0 1 0 0 1 0 0 1 0 1 1 1
## [505] 0 0 1 0 1 1 0 1 1 0 1 1 1 1 1 0 1 1 0 0 1 0 0 1 1 1 0 1 0 1 0 1 1 1 1 0
## [541] 1 0 0 1 1 1 0 0 1 1 1 0 1 0 0 0 1 1 1 1 0 1 0 0 1 0 0 1 0 1 1 1 0 1 0 1
## [577] 1 0 1 1 0 0 0 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1 0 0 1 0 0 1
## [613] 0 1 0 0 0 0 0 1 1 1 0 0 0 1 1 1 0 0 1 1 1 0 0 1 0 1 0 1 1 1 1 1 0 0 1 1
## [649] 0 1 0 1 1 0 1 0 1 0 1 0 0 0 1 0 1 1 1 1 1 0 1 1 0 0 1 0 1 1 0 0 0 0 0 1
## [685] 1 1 0 0 1 1 1 1 0 1 1 0 0 0 0 1 0 0 1 1 0 0 0 0 1 1 1 1 1 0 1 1 1 1 0 0
## [721] 0 0 0 1 0 1 1 0 0 1 0 0 1 0 1 1 1 0 1 0 0 1 1 1 0 1 0 0 1 0 0 1 0 1 0 1
## [757] 1 0 0 1 1 0 1 1 0 1 1 0 0 0 1 0 0 0 1 1 1 1 1 1 0 1 1 1 1 1 0 1 1 1 1 0
## [793] 0 1 1 0 1 1 1 1 1 1 0 1 0 0 1 1 1 1 1 0 1 1 1 0 0 0 1 1 0 1 1 1 0 0 0 1
## [829] 1 0 0 1 0 1 1 0 1 0 1 1 0 0 0 1 0 1 1 0 1 1 0 0 1 0 1 1 1 1 1 0 0 0 1 1
## [865] 1 0 0 1 0 1 1 1 0 0 0 0 1 0 0 0 0 0 1 1 0 0 1 0 1 1 1 1 1 1 1 1 0 1 1 0
## [901] 0 0 1 1 0 1 1 1 0 1 1 1 1 0 1 1 0 0 1 1 0 1 0 0 1 1 0 1 0 0 0 0 1 1 0 1
## [937] 0 1 1 0 0 0 0 0 1 1 0 1 1 0 0 1 1 1 0 1 1 0 1 0 0 0 1 0 1 1 1 1 0 1 0 1
## [973] 1 0 0 1 1 1 1 1 1 0 1 0 1 1 1 1 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 0 0 1 0 1
## [1009] 1 1 1 0 0 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 1 0 1 1 0 1 1 1 0 1 1 1 1 1 1 1
## [1045] 1 1 0 0 0 0 0 0 0 1 0 1 1 0 1 1 1 0 0 0 0 1 1 1 1 1 0 1 0 0 0 0 0 0 1 1
## [1081] 1 1 0 0 1 1 1 0 0 1 1 1 1 1 0 1 1 0 1 1 1 1 1 0 1 1 0 1 0 1 0 1 1 0 0 0
## [1117] 0 0 0 1 1 1 0 1 1 0 0 1 0 1 1 0 1 0 1 1 1 0 1 1 1 0 1 0 1 1 0 1 1 0 1 0
## [1153] 0 1 1 1 0 1 1 0 0 0 1 0 0 1 0 0 1 1 1 0 1 1 0 1 1 0 1 1 1 0 0 1 1 1 1 1
## [1189] 0 0 1 1 0 0 0 1 0 0 1 1 1 1 0 1 0 0 1 0 1 1 1 0 1 0 0 1 0 1 0 1 0 1 1 0
## [1225] 1 1 1 1 1 0 0 0 1 1 1 1 1 0 1 0 1 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 1 0 0 0
## [1261] 1 1 1 0 1 1 1 0 0 1 0 1 0 1 1 1 0 1 0 0 0 0 0 0 1 0 1 0 0 1 0 0 1 0 1 0
## [1297] 0 1 0 1 1 1 1 0 1 1 0 0 0 0 0 1 1 1 1 0 1 0 0 0 0 0 1 0 1 0 0 0 0 0 0 1
## [1333] 1 0 1 1 0 0 0 0 1 1 0 0 1 0 1 1 1 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 1 0
## [1369] 0 1 1 1 0 1 0 1 0 0 1 1 1 1 1 1 0 1 1 0 1 0 0 1 1 1 0 1 1 0 0 1 0 1 1 1
## [1405] 1 0 0 1 1 1 1 0 0 1 1 1 0 1 1 1 1 1 0 0 1 0 1 1 0 0 0 1 1 0 1 0 0 1 1 0
## [1441] 1 0 1 1 1 1 1 0 1 0 0 0 0 1 1 1 1 1 0 1 1 1 1 0 0 0 0 0 0 1 1 1 1 0 1 0
## [1477] 1 1 0 1 1 1 1 1 0 0 1 0 0 1 0 0 1 1 0 0 0 1 1 1 1 1 0 1 0 1 0 0 0 1 0 1
## [1513] 1 1 0 1 1 0 1 0 0 0 0 1 0 1 0 0 1 0 0 1 1 0 0 0 1 0 0 1 1 0 1 0 1 0 1 1
## [1549] 1 0 1 1 1 1 1 1 1 0 1 1 1 0 1 1 0 0 1 0 1 0 1 1 1 0 1 0 1 1 1 0 1 1 1 0
## [1585] 1 0 1 0 0 0 0 1 1 1 0 1 1 1 0 0 1 1 1 1 1 0 1 0 1 1 0 1 1 1 1 1 0 0 1 1
## [1621] 1 1 0 1 0 1 1 1 0 1 1 1 1 1 1 0 1 0 1 1 0 1 0 1 0 0 1 1 0 0 1 1 1 0 0 1
## [1657] 1 1 1 1 0 1 1 1 1 1 1 1 1 1 0 0 1 1 1 0 0 1 0 1 1 1 1 0 0 0 1 1 1 0 1 1
## [1693] 1 1 1 0 0 1 0 1 1 1 1 1 1 0 1 0 0 1 0 1 0 1 1 0 1 1 1 1 1 0 1 1 1 1 1 0
## [1729] 0 1 1 1 0 1 1 1 0 0 1 1 1 0 0 1 0 0 1 0 0 1 1 0 1 0 1 0 1 1 1 1 1 1 1 1
## [1765] 0 1 0 0 0 0 0 1 1 0 0 0 1 1 1 1 1 1 1 0 1 0 0 0 0 0 0 0 1 0 1 0 1 0 1 1
## [1801] 0 0 1 1 0 0 1 0 0 0 1 1 0 0 0 1 1 1 1 1 0 1 1 1 0 0 0 1 1 0 1 1 1 1 0 0
## [1837] 1 0 0 1 1 1 1 0 1 1 1 0 1 1 0 1 1 1 0 1 0 1 0 0 1 0 1 1 0 1 1 1 0 1 0 0
## [1873] 1 1 1 0 1 0 1 0 0 1 1 1 0 1 0 1 1 1 1 1 0 1 0 1 0 0 0 0 1 0 1 1 0 1 1 0
## [1909] 1 0 1 1 1 1 1 1 1 1 1 0 0 1 1 0 1 1 0 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 0 1
## [1945] 0 0 0 1 0 1 1 0 1 0 1 1 1 0 1 1 0 0 0 1 0 0 1 0 0 1 0 1 1 1 1 0 0 1 1 0
## [1981] 0 1 1 1 0 1 0 1 1 1 1 0 1 0 1 1 0 1 1 1 0 1 1 1 0 1 1 1 1 1 1 1 1 0 1 0
## [2017] 0 0 0 0 1 0 0 1 1 0 0 1 1 1 0 0 1 1 0 0 0 0 1 0 0 0 1 0 1 1 1 1 0 1 1 0
## [2053] 1 1 1 1 0 1 0 1 1 0 0 1 1 0 1 0 1 0 0 0 1 0 1 1 0 0 0 1 0 0 0 1 0 1 1 1
## [2089] 0 1 0 0 1 1 0 1 1 0 1 1 1 1 1 0 1 0 1 1 0 0 1 1 0 0 1 1 0 1 1 0 1 0 1 1
## [2125] 1 1 0 0 1 1 1 0 1 1 1 0 1 1 0 1 0 1 0 0 1 1 1 0 1 1 1 1 0 0 0 1 0 1 1 1
## [2161] 1 1 0 0 1 0 0 1 1 0 1 1 0 0 1 1 1 1 1 1 0 0 0 1 1 1 0 0 1 0 1 1 1 1 1 1
## [2197] 0 0 0 1 1 1 0 1 0 0 0 1 1 1 0 0 1 1 1 1 1 1 0 0 1 0 1 1 0 0 1 0 1 1 1 0
## [2233] 0 1 1 0 1 1 0 0 1 0 1 1 1 0 0 1 0 1 1 1 0 0 0 1 0 0 0 1 1 0 0 0 1 1 0 0
## [2269] 1 0 1 0 0 1 0 1 0 0 1 1 0 0 0 0 0 0 1 1 1 0 0 0 1 1 1 0 0 1 0 1 1 1 1 1
## [2305] 1 1 1 1 1 0 0 1 0 0 1 1 0 0 1 1 0 0 1 0 1 1 1 0 1 1 0 0 1 0 0 1 1 1 1 0
## [2341] 1 1 0 0 1 0 0 0 1 1 1 0 1 1 0 1 0 0 1 0 1 1 0 1 1 1 1 1 1 0 1 1 0 0 0 0
## [2377] 1 0 0 1 1 1 1 1 1 0 1 1 1 0 0 1 1 0 1 1 0 1 1 0 0 1 0 0 0 0 1 0 0 1 1 0
## [2413] 0 1 1 1 1 0 1 0 1 1 1 1 1 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 0 1 0 1 1 0 1 0
## [2449] 0 0 1 0 0 1 0 1 1 0 1 0 1 1 1 1 0 0 0 1 1 0 1 0 1 1 1 1 1 0 1 0 1 0 1 1
## [2485] 0 0 1 1 1 0 0 1 1 1 0 0 0 1 0 0 1 1 0 0 1 1 1 0 0 1 1 1 0 0 1 1 0 0 0 1
## [2521] 1 1 0 1 0 1 1 0 0 1 0 0 1 0 0 1 0 1 0 1 0 1 1 1 1 1 1 0 0 1 1 0 1 1 1 1
## [2557] 0 0 1 1 0 1 0 0 0 0 0 0 1 0 1 0 1 1 0 1 0 1 1 1 0 1 0 0 0 0 1 1 1 0 1 1
## [2593] 1 1 1 1 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 0 1 1 1 1 0 1 0 1 1 1 0 0 0 1 1 1
## [2629] 1 1 1 1 0 1 1 0 1 0 0 1 0 1 1 0 1 1 1 1 0 0 0 0 0 1 1 1 1 0 1 0 1 1 1 1
## [2665] 1 0 1 1 0 1 1 1 0 1 0 1 1 0 1 1 0 0 0 1 1 0 0 1 1 1 0 1 1 1 0 1 0 1 1 1
## [2701] 0 1 1 1 0 1 1 1 1 0 1 1 1 1 0 0 1 1 1 0 1 0 0 1 0 1 1 1 1 1 0 0 1 1 0 1
## [2737] 0 0 0 0 1 1 1 1 0 0 1 0 1 0 1 0 0 1 1 1 1 1 1 1 0 1 1 0 1 1 1 0 0 1 1 1
## [2773] 0 0 1 0 1 0 1 1 0 1 0 0 1 1 0 0 1 1 1 0 1 0 1 1 1 1 1 1 1 1 1 0 0 0 0 1
## [2809] 1 0 1 0 1 1 1 0 0 1 0 1 1 1 0 1 0 0 1 1 1 1 0 0 0 1 0 1 1 0 1 1 1 0 1 1
## [2845] 1 1 0 0 1 1 1 1 0 1 1 0 0 1 1 1 0 1 1 1 1 0 0 0 1 0 1 0 1 0 0 0 1 1 0 1
## [2881] 1 0 1 0 0 1 0 0 0 1 1 0 1 0 1 0 1 1 1 1 0 0 1 0 1 0 0 1 0 1 1 0 1 0 0 1
## [2917] 1 0 0 0 1 1 1 0 0 1 0 1 0 1 0 1 1 0 0 0 0 1 1 1 0 1 1 0 1 1 1 0 1 0 1 1
## [2953] 0 1 0 1 1 0 0 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1 0 1 1 1 1 1 1 1 1 0 1 1 0 1
## [2989] 1 0 0 0 0 1 0 0 0 1 1 0 1 1 0 0 1 1 1 1 1 1 0 0 1 1 0 1 1 1 0 1 1 0 1 0
## [3025] 1 1 1 0 0 1 0 1 1 0 1 1 0 1 1 0 0 1 1 0 0 1 1 0 1 1 1 1 0 0 1 1 1 0 0 0
## [3061] 1 1 0 1 0 0 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 0 0 1 0 1 0 1 0 1 0 1 1 1 1
## [3097] 0 0 1 0 0 1 0 0 1 1 1 1 0 0 1 1 1 0 1 1 1 1 0 1 1 0 0 1 0 0 0 0 1 1 1 1
## [3133] 1 1 0 0 1 0 1 1 0 1 1 1 0 1 0 1 0 0 1 1 0 1 0 0 1 1 0 1 1 1 0 0 0 0 1 0
## [3169] 1 1 0 1 0 1 1 0 1 1 1 1 1 0 1 1 1 1 0 0 1 0 0 0 1 1 0 1 1 1 0 1 1 1 1 0
## [3205] 1 1 0 1 0 1 0 1 0 0 0 1 0 1 1 1 0 1 1 1 1 1 1 1 1 0 1 1 0 0 1 0 0 0 0 0
## [3241] 1 1 1 1 1 0 1 0 1 1 0 0 0 1 1 0 0 0 0 1 1 1 1 1 1 0 1 1 1 0 1 1 1 1 1 0
## [3277] 1 1 1 1 1 1 1 1 0 1 0 0 0 1 1 1 1 0 1 1 0 1 0 1 1 1 1 1 1 1 0 0 0 1 0 0
## [3313] 1 0 1 1 1 0 0 0 1 1 1 0 1 1 1 1 1 1 1 0 1 1 0 1 0 1 1 0 1 0 0 1 1 1 1 1
## [3349] 1 1 1 1 0 1 1 0 1 0 1 1 0 1 1 1 1 0 0 0 1 1 0 0 1 1 1 1 1 0 1 0 1 1 0 0
## [3385] 0 1 1 0 1 1 1 1 1 1 1 0 1 1 0 1 0 0 1 0 1 1 1 0 1 1 1 1 0 1 1 1 1 0 0 0
## [3421] 1 1 1 0 0 1 1 0 0 0 0 0 0 1 0 1 1 1 0 1 1 0 1 1 1 0 1 1 1 1 0 1 1 1 0 0
## [3457] 1 0 1 0 0 1 0 0 1 0 1 0 1 0 0 1 1 0 1 0 1 1 1 1 0 0 0 1 1 0 0 1 0 1 0 1
## [3493] 1 0 1 1 1 1 0 1 1 0 0 0 1 1 0 1 1 0 1 1 1 1 1 1 1 1 1 1 1 0 1 0 0 0 1 0
## [3529] 1 1 0 0 0 0 1 0 0 1 1 0 0 0 1 0 1 1 0 0 1 0 0 1 1 1 0 1 1 0 1 1 0 1 0 0
## [3565] 0 1 0 0 0 1 1 1 0 1 1 1 1 0 0 0 0 1 0 0 0 1 1 0 0 0 1 0 1 0 0 1 0 1 0 0
## [3601] 0 1 1 0 0 1 0 0 1 1 0 1 1 1 0 0 1 0 0 1 0 1 0 1 1 1 0 0 1 0 1 1 0 1 1 1
## [3637] 0 0 1 0 1 1 0 0 0 0 0 0 1 0 1 0 1 1 0 1 1 0 1 1 1 1 1 1 1 0 1 1 0 1 1 1
## [3673] 0 1 0 1 1 1 0 0 0 1 1 1 1 1 1 0 1 1 1 1 1 0 0 0 1 1 0 0 0 0 0 1 1 0 1 0
## [3709] 1 1 1 1 1 0 1 0 0 0 1 1 1 1 1 0 1 0 0 0 0 0 1 1 1 0 1 1 1 1 1 0 1 1 0 1
## [3745] 0 0 1 1 1 1 1 0 0 1 0 1 1 1 1 1 1 1 0 0 1 1 0 0 0 1 1 1 0 0 1 1 0 1 0 1
## [3781] 0 0 1 1 1 0 0 1 0 0 0 1 0 1 1 1 0 1 0 1 1 1 0 0 1 0 1 0 0 0 1 1 1 1 1 0
## [3817] 1 0 0 0 1 0 1 0 1 1 0 1 0 0 1 0 1 1 1 1 1 1 1 1 0 1 1 1 0 1 0 1 0 1 0 0
## [3853] 1 1 1 0 1 0 0 0 0 0 1 1 0 1 0 1 0 0 1 0 0 0 1 1 1 0 1 1 0 0 0 1 0 1 0 1
## [3889] 1 1 1 0 1 1 1 1 0 0 0 1 0 0 1 1 1 0 1 0 0 0 1 0 0 0 1 0 0 0 1 1 0 0 1 1
## [3925] 1 1 0 0 0 0 1 0 1 0 0 1 0 1 0 1 0 0 1 0 1 1 1 1 0 1 1 1 0 0 1 1 0 0 1 0
## [3961] 1 1 0 0 1 1 0 0 1 1 1 0 0 0 1 1 0 0 1 1 0 0 1 1 1 1 1 1 0 1 1 0 1 1 1 0
## [3997] 0 0 0 0 1 1 1 1 1 0 1 1 1 0 0 0 0 0 0 0 1 0 1 1 1 1 0 0 1 0 0 0 1 0 0 1
## [4033] 1 1 1 1 1 0 1 1 0 1 1 1 0 0 1 0 1 0 0 0 0 1 0 0 0 1 1 1 1 1 1 0 1 0 1 1
## [4069] 0 0 0 1 1 1 1 1 1 1 0 1 1 1 0 1 1 0 1 0 0 1 1 1 0 1 1 1 0 1 0 0 1 0 1 0
## [4105] 1 1 1 0 1 0 1 1 0 0 0 1 1 1 0 1 1 1 1 1 1 0 1 0 0 1 0 1 1 1 1 1 0 0 1 1
## [4141] 0 0 1 1 0 1 1 0 1 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 1 1 1 1 1 0 1 0 1 1 0 1
## [4177] 1 0 0 0 1 1 1 0 1 1 0 1 0 0 1 1 1 1 1 1 1 1 1 1 0 0 1 0 0 1 1 0 0 1 0 1
## [4213] 0 0 1 1 1 0 1 1 0 1 0 1 1 1 1 0 0 0 0 1 1 0 1 0 0 1 1 1 1 0 1 1 1 1 0 0
## [4249] 1 0 0 1 1 1 1 1 1 1 0 1 1 0 1 0 1 0 0 1 1 0 0 1 1 0 1 0 0 1 0 1 1 0 1 1
## [4285] 1 0 1 0 1 0 1 0 0 0 1 1 0 0 1 1 1 1 0 1 1 1 0 1 1 0 1 0 0 0 0 1 1 1 1 0
## [4321] 1 0 1 0 0 1 1 0 0 1 1 1 1 1 1 1 0 1 1 0 0 1 1 1 0 1 1 0 0 1 0 0 1 0 1 0
## [4357] 1 1 0 1 1 0 0 1 0 1 0 0 1 0 0 1 1 1 0 1 1 1 0 0 0 1 1 1 1 0 1 1 1 0 1 0
## [4393] 0 1 1 1 1 0 1 1 1 1 0 0 1 0 1 0 1 1 1 0 0 1 1 1 0 1 1 0 0 1 1 1 0 0 1 0
## [4429] 1 0 1 1 1 0 1 1 1 1 0 0 0 1 1 0 0 1 1 1 1 0 1 1 1 0 0 0 1 1 0 1 0 1 0 1
## [4465] 1 0 1 0 1 1 1 0 1 1 0 0 1 1 1 1 0 0 0 1 1 1 0 1 1 1 0 0 0 0 0 0 1 1 0 1
## [4501] 1 1 0 0 0 1 1 1 0 0 1 1 1 0 1 0 0 0 0 1 1 0 1 0 0 0 1 1 0 0 0 1 0 1 1 0
## [4537] 1 0 1 0 1 0 1 1 1 1 1 1 0 1 1 1 0 0 1 1 0 0 1 0 1 0 0 1 0 0 0 0 0 0 0 1
## [4573] 1 1 0 1 1 0 1 0 0 1 0 0 0 0 1 0 1 0 0 1 1 0 1 1 1 1 0 1 1 0 0 1 0 1 1 1
## [4609] 0 0 1 0 1 0 1 0 1 0 1 1 1 0 1 0 0 1 1 1 0 1 1 1 1 0 0 1 0 1 0 1 0 1 0 0
## [4645] 1 1 1 1 0 1 0 1 1 0 0 0 1 0 1 1 0 1 1 1 0 0 1 1 0 1 0 0 0 1 1 0 0 1 0 0
## [4681] 1 1 0 1 1 0 0 1 1 0 1 1 1 0 0 0 0 1 0 1 0 1 1 0 0 0 1 0 1 0 0 1 1 1 0 0
## [4717] 0 0 0 1 1 1 1 0 0 0 0 0 1 1 1 1 1 0 0 0 1 0 1 1 1 1 1 1 0 1 1 1 1 1 1 1
## [4753] 1 1 1 1 1 0 0 1 0 1 0 0 0 0 1 0 1 1 1 1 1 1 0 1 1 1 1 1 0 1 0 1 1 1 0 1
## [4789] 1 1 1 1 1 0 1 1 1 0 0 1 1 1 1 0 1 0 0 1 1 0 0 0 0 1 1 1 1 1 0 0 1 0 1 0
## [4825] 1 0 0 0 0 0 1 1 1 0 1 1 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1 0 1 1 1 1 1 0
## [4861] 0 1 1 0 1 1 0 0 1 1 0 0 0 1 1 1 1 0 1 1 1 1 1 0 0 0 1 0 1 0 0 0 0 0 1 0
## [4897] 0 0 1 1 0 1 1 1 0 1 0 1 0 1 1 0 0 1 1 0 1 0 0 1 0 0 1 1 0 0 1 1 0 0 1 1
## [4933] 0 0 1 1 1 1 0 1 0 0 0 0 0 1 0 1 1 1 1 1 1 1 1 0 0 0 1 1 1 0 0 1 0 1 0 1
## [4969] 1 0 0 1 0 1 0 0 1 1 1 1 1 0 1 1 1 1 1 1 0 0 0 0 1 1 1 0 1 0 1 0 0 0 1 0
## [5005] 1 0 0 0 1 1 1 0 1 1 1 1 1 0 0 1 1 0 0 1 1 0 0 0 1 0 1 0 0 0 1 0 0 1 0 0
## [5041] 1 1 1 1 1 1 1 0 1 1 0 0 0 0 0 0 1 0 0 1 0 1 0 1 0 0 1 1 1 1 1 1 1 1 1 0
## [5077] 0 0 0 1 0 1 1 0 1 0 0 0 0 1 0 1 0 0 1 0 0 0 1 0 0 0 0 0 0 1 1 0 1 1 1 0
## [5113] 1 1 0 1 1 1 1 1 1 0 0 1 1 1 0 1 1 1 1 0 1 1 1 1 0 1 0 1 0 1 0 1 1 1 1 0
## [5149] 1 0 0 0 0 1 0 1 0 1 0 1 1 1 1 1 0 1 1 0 0 0 1 0 0 1 1 1 1 1 0 1 0 1 1 0
## [5185] 1 1 1 0 1 0 1 1 0 1 0 0 1 0 0 0 0 0 1 0 0 1 0 0 1 0 1 1 1 0 1 0 1 1 0 0
## [5221] 0 0 1 0 0 1 1 0 1 0 0 0 0 1 1 0 1 1 0 1 1 0 1 1 1 0 0 0 1 0 1 0 1 1 1 0
## [5257] 1 0 1 0 1 0 1 1 0 0 0 1 1 1 0 1 0 1 1 0 0 0 1 0 1 0 0 0 1 1 0 0 0 1 0 1
## [5293] 0 1 1 0 1 1 1 1 0 0 1 0 1 1 0 1 1 1 1 0 0 1 1 1 1 0 0 1 1 1 1 0 0 0 0 1
## [5329] 0 0 0 0 0 0 0 1 1 0 1 1 1 0 0 1 0 0 0 1 1 0 0 0 1 1 0 0 1 1 0 1 0 1 1 0
## [5365] 1 1 1 1 0 1 0 0 1 1 1 0 0 0 1 1 1 1 0 0 0 1 0 0 1 1 0 0 1 1 1 0 0 0 1 0
## [5401] 1 0 0 0 0 1 0 0 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 0 0 1 1 1 0 0 1 0 1 1 0 1
## [5437] 0 1 1 1 0 1 1 1 1 0 0 1 1 1 1 0 1 1 1 0 1 0 1 0 0 1 1 1 0 0 1 1 0 1 1 1
## [5473] 1 1 1 0 1 1 1 0 1 0 0 1 1 1 1 0 1 1 1 1 0 1 0 0 0 0 1 1 0 1 1 1 1 0 0 1
## [5509] 1 0 0 1 0 0 0 1 1 1 1 1 1 1 1 0 0 0 0 0 1 0 0 1 0 1 0 1 1 0 0 0 0 0 0 1
## [5545] 1 1 1 1 1 0 0 0 1 0 0 0 1 1 1 0 1 0 0 1 1 1 1 1 1 1 0 1 1 0 1 1 1 0 1 1
## [5581] 0 0 1 0 1 0 1 1 1 0 1 0 1 0 0 1 1 1 1 0 1 0 1 0 1 1 0 0 1 1 0 0 0 1 1 0
## [5617] 1 1 1 0 1 1 0 0 0 1 1 1 1 1 1 0 1 0 0 1 1 1 0 0 0 0 1 1 1 1 1 1 1 1 0 0
## [5653] 0 0 1 0 0 0 0 1 1 1 1 1 0 1 1 0 1 0 0 1 1 0 0 1 1 0 0 1 1 1 1 1 0 0 0 1
## [5689] 0 1 0 1 1 1 0 0 1 0 0 0 1 0 0 0 0 1 1 0 0 0 1 0 1 1 1 1 1 1 0 0 0 0 0 0
## [5725] 0 1 0 1 1 1 0 1 0 0 1 1 0 1 0 1 1 1 1 1 1 1 1 0 1 1 0 0 0 0 1 1 1 1 1 0
## [5761] 1 1 1 1 1 0 1 1 1 1 0 0 0 0 1 0 1 0 1 0 1 1 1 1 1 1 0 1 1 1 1 0 1 0 0 1
## [5797] 0 1 1 1 0 0 1 1 1 1 1 0 1 0 0 1 0 1 0 0 0 0 1 0 0 0 1 1 0 0 1 0 0 1 0 1
## [5833] 1 1 0 0 1 1 1 0 1 1 0 0 0 1 0 0 1 1 0 1 0 0 1 0 1 0 0 1 1 1 1 0 1 0 1 0
## [5869] 0 0 1 0 0 1 0 1 0 0 1 1 1 1 1 1 1 1 1 1 0 1 1 0 0 1 1 1 0 1 0 1 1 0 0 1
## [5905] 0 1 0 0 1 0 1 0 1 0 1 1 1 1 1 1 0 1 1 1 0 0 1 0 1 0 1 1 1 1 1 1 1 0 1 0
## [5941] 1 1 1 1 0 0 0 1 1 1 1 0 1 1 1 1 1 0 1 0 1 1 1 1 1 1 1 0 1 1 0 1 1 0 0 1
## [5977] 0 0 1 1 1 1 1 1 0 0 0 1 1 1 1 1 1 1 1 0 0 1 0 0 1 0 1 0 0 1 1 1 1 0 0 1
## [6013] 1 0 0 1 1 0 1 1 1 0 1 1 1 1 0 1 0 1 0 1 1 1 1 1 0 1 0 1 0 1 0 0 1 1 1 1
## [6049] 0 0 1 1 1 0 1 0 1 1 1 1 1 1 1 0 1 0 1 1 1 1 1 1 0 1 1 0 1 1 0 0 1 1 0 1
## [6085] 1 1 0 1 0 1 1 0 1 1 1 1 0 0 0 1 0 1 0 0 1 0 0 0 0 1 1 0 0 0 0 0 1 1 1 0
## [6121] 0 0 0 0 1 0 1 1 1 1 1 0 1 1 1 1 0 1 0 1 0 1 1 1 1 0 0 1 1 1 0 0 1 0 0 1
## [6157] 0 1 1 0 0 1 1 0 0 1 0 1 1 1 0 1 0 1 1 1 1 1 1 0 1 1 1 0 1 1 1 0 0 1 0 1
## [6193] 1 1 0 1 0 0 0 0 1 1 1 1 0 1 1 1 0 1 1 0 1 1 0 1 1 1 0 0 0 0 1 1 0 0 0 1
## [6229] 1 0 1 1 0 0 1 1 1 1 0 1 1 1 1 0 0 1 1 1 1 0 1 0 1 0 0 1 0 1 1 0 1 0 0 1
## [6265] 1 1 1 1 0 1 1 1 1 0 0 0 0 1 0 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 0 0 1 0 1 1
## [6301] 1 0 0 1 0 0 1 1 1 1 0 1 1 1 0 1 1 1 1 0 0 0 1 0 1 0 0 1 1 1 0 0 1 0 0 1
## [6337] 0 1 0 1 1 1 0 1 0 0 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 1 0 1 1 0 0 0 1 0
## [6373] 0 1 1 0 1 0 1 0 1 0 0 1 0 1 0 0 0 0 1 0 0 1 0 1 0 0 0 1 0 1 1 1 1 1 1 0
## [6409] 0 1 1 1 1 1 0 1 0 1 0 1 0 0 0 0 1 0 1 0 1 1 1 0 0 1 1 1 1 1 1 0 1 1 1 1
## [6445] 1 1 1 1 0 0 0 1 0 0 1 1 1 0 0 0 1 1 1 0 0 0 1 0 0 1 1 1 1 0 0 1 0 0 0 0
## [6481] 1 1 1 0 1 0 0 1 1 1 1 1 0 0 1 1 1 0 1 0 0 0 0 1 0 0 1 0 1 0 1 0 1 0 1 1
## [6517] 0 0 0 0 1 1 0 0 0 1 1 1 1 0 0 1 1 0 1 1 1 1 1 0 1 1 1 1 0 0 1 1 0 1 0 0
## [6553] 1 0 1 1 1 0 1 0 1 1 1 1 1 0 1 0 0 0 1 0 0 1 0 0 0 0 1 1 0 0 0 1 1 0 1 1
## [6589] 0 0 1 0 1 0 0 1 1 1 1 1 1 0 1 1 1 1 0 0 0 0 1 1 1 0 1 1 1 0 0 0 0 1 0 0
## [6625] 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 0 1 1 1 0 0 0 0 1 1 1 0 0 0 1 0 0 1 1 1
## [6661] 1 0 0 1 0 0 0 1 0 0 0 0 1 0 1 0 0 1 1 1 1 0 0 1 0 1 0 0 1 1 1 0 1 1 0 1
## [6697] 0 0 0 1 1 0 0 1 0 1 0 1 0 0 0 1 0 0 1 0 1 1 0 1 0 0 0 0 0 1 0 0 1 0 0 0
## [6733] 0 1 0 1 0 1 0 0 0 0 0 1 0 0 0 1 0 0 1 1 1 0 1 0 0 0 0 1 0 1 0 1 1 0 0 0
## [6769] 1 1 1 1 0 0 0 0 0 1 0 1 0 1 1 1 1 0 0 1 1 1 1 1 1 0 1 0 1 0 0 0 1 0 1 0
## [6805] 0 1 0 0 0 0 0 0 0 0 0 1 0 1 1 1 1 1 1 0 1 1 0 1 1 1 0 1 0 0 0 1 1 0 1 1
## [6841] 1 0 0 1 1 1 1 1 1 1 0 1 0 1 1 1 1 1 0 0 0 0 1 0 1 1 1 0 0 1 1 1 0 1 1 1
## [6877] 1 1 1 0 1 1 1 1 1 0 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 0 0 1 1 1 1 1 0 0 1
## [6913] 1 1 1 1 1 0 0 0 0 1 0 0 0 0 1 1 1 1 0 1 0 1 1 1 1 1 1 1 0 1 0 1 0 1 0 0
## [6949] 1 0 1 0 0 1 1 0 1 0 0 1 1 0 0 0 1 1 1 0 1 1 0 1 0 1 1 1 0 0 0 0 0 1 0 1
## [6985] 1 1 1 1 1 0 1 1 1 0 1 0 1 1 1 0 1 0 1 0 1 0 1 1 0 1 1 1 1 0 0 0 1 1 1 1
## [7021] 1 1 1 0 0 1 0 1 1 0 0 1 1 1 0 0 1 1 0 0 0 1 0 0 1 1 0 0 1 0 0 1 1 1 1 1
## [7057] 1 1 1 1 0 0 1 0 1 1 1 1 0 1 0 0 0 1 1 0 0 1 0 1 1 1 0 1 1 1 0 0 1 0 1 1
## [7093] 1 0 1 1 0 1 1 1 0 1 0 0 0 0 1 1 1 0 1 1 0 0 1 1 1 1 1 0 0 1 0 1 1 1 0 1
## [7129] 0 1 1 0 1 0 1 0 1 0 0 1 1 0 0 1 1 1 0 1 0 0 1 0 1 1 0 1 1 0 0 1 1 1 1 1
## [7165] 1 1 0 0 0 1 1 0 0 0 1 0 1 0 0 1 0 1 0 1 1 1 1 0 0 1 1 0 1 1 0 0 1 1 1 0
## [7201] 1 1 1 0 0 0 1 0 0 0 1 0 1 1 1 0 1 0 1 0 0 0 1 0 1 0 1 1 1 1 1 1 0 0 0 1
## [7237] 0 0 1 1 1 0 0 1 0 0 0 0 0 1 1 1 1 0 0 0 1 0 0 0 0 0 1 0 1 0 0 1 1 1 1 1
## [7273] 0 1 0 0 0 1 1 1 0 0 0 1 0 1 1 1 0 0 1 0 1 1 1 1 1 0 1 1 0 0 0 1 1 0 1 1
## [7309] 0 1 1 1 0 1 0 1 1 0 1 0 1 1 0 0 1 1 1 1 0 1 1 0 0 0 0 0 0 1 0 1 0 0 1 1
## [7345] 1 0 0 0 0 0 0 1 1 1 0 0 1 1 1 0 0 0 0 1 0 0 1 0 0 1 1 1 1 1 1 0 1 1 1 0
## [7381] 1 1 1 0 0 1 1 1 0 1 0 0 0 0 0 1 0 0 1 0 1 0 0 0 0 0 1 1 0 1 1 0 1 1 0 0
## [7417] 0 1 1 1 0 1 1 1 0 1 1 0 1 0 1 1 0 1 1 1 0 1 0 1 1 1 1 1 1 0 0 1 1 1 1 1
## [7453] 1 0 1 1 0 1 0 0 0 0 1 1 0 0 1 0 1 1 0 0 1 0 1 1 1 0 0 1 1 1 0 0 0 0 1 0
## [7489] 0 1 1 1 1 0 1 1 1 1 0 1 0 1 1 0 1 1 1 1 0 1 1 1 0 1 1 1 0 1 1 0 0 1 0 0
## [7525] 0 0 1 1 1 1 0 1 1 0 1 1 1 1 1 1 0 0 1 0 1 1 0 1 1 0 1 0 1 1 0 1 0 1 0 1
## [7561] 0 1 0 1 1 1 1 0 0 0 0 1 0 1 0 0 0 1 1 1 0 1 0 0 1 1 1 1 1 0 0 1 1 1 1 0
## [7597] 0 1 1 0 1 1 0 1 0 0 1 1 0 1 1 1 0 0 0 1 0 1 1 1 0 1 1 0 1 1 1 0 0 0 1 1
## [7633] 0 1 0 0 1 1 1 0 1 0 0 1 0 1 1 1 0 0 1 1 0 1 1 1 1 1 1 1 0 1 1 1 0 1 0 1
## [7669] 1 1 0 0 1 1 1 1 1 0 1 0 1 0 1 0 0 1 1 1 1 1 0 1 0 0 1 1 1 1 0 1 1 0 0 0
## [7705] 0 1 1 0 1 1 1 0 1 0 0 1 0 1 1 1 0 0 1 1 0 1 1 0 1 0 0 0 1 1 0 1 1 0 0 1
## [7741] 0 1 1 1 1 0 1 1 1 0 0 1 1 1 1 0 1 1 0 1 0 1 1 1 1 1 1 1 1 1 0 0 1 1 0 1
## [7777] 1 0 1 0 0 1 0 0 1 0 1 0 1 1 1 1 1 1 1 0 1 1 0 1 1 1 1 0 0 0 1 0 0 0 0 1
## [7813] 1 1 0 0 1 0 0 0 1 0 0 0 0 1 1 0 1 1 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 0 1 0
## [7849] 0 0 0 0 0 0 1 1 1 1 1 1 0 1 1 0 1 0 0 1 1 1 1 0 1 1 1 1 1 1 0 0 1 1 1 1
## [7885] 1 0 0 0 1 1 1 0 1 0 0 0 0 0 1 0 1 1 1 1 1 1 0 1 1 0 1 0 0 1 1 1 1 1 1 1
## [7921] 0 1 1 1 1 0 1 0 0 1 1 1 1 1 0 1 0 1 0 1 0 1 0 0 1 1 0 1 1 0 1 1 0 1 1 0
## [7957] 1 0 1 1 1 0 1 1 0 1 1 1 1 1 1 1 1 1 0 1 0 1 1 1 1 1 1 0 0 0 1 1 1 0 0 1
## [7993] 1 1 0 1 1 0 0 1 1 0 0 1 1 0 1 1 0 1 0 1 1 1 0 0 0 1 0 0 0 0 1 0 1 1 1 1
## [8029] 0 0 0 0 1 0 0 1 1 1 1 0 0 1 0 0 1 1 1 0 1 0 0 0 0 0 1 1 1 0 1 0 1 1 0 0
## [8065] 1 0 1 0 0 0 1 1 0 1 1 1 1 0 0 1 1 0 0 1 1 0 0 0 1 1 1 1 0 1 0 0 1 1 1 1
## [8101] 1 1 1 1 0 1 1 1 0 1 0 1 0 0 0 0 0 0 1 0 1 0 0 1 1 1 1 0 1 1 1 0 0 1 1 0
## [8137] 0 1 0 1 1 0 1 0 0 1 1 1 1 1 1 1 0 0 0 0 1 0 1 0 0 0 0 0 0 1 1 1 0 1 1 0
## [8173] 0 1 0 1 1 1 1 1 1 1 0 1 1 0 1 1 1 1 0 0 0 0 1 1 1 1 1 1 0 1 1 1 1 1 0 1
## [8209] 1 0 0 1 1 0 1 0 1 1 0 0 1 1 1 0 0 1 1 1 1 1 0 1 0 0 0 1 1 0 1 1 0 1 0 0
## [8245] 1 0 1 0 1 0 0 1 0 0 1 1 1 0 0 0 1 1 1 1 1 0 0 1 0 1 0 0 1 1 1 1 0 1 1 1
## [8281] 1 1 0 0 1 1 0 0 0 1 0 0 0 1 0 0 1 1 0 0 1 1 1 1 1 1 1 1 1 1 0 0 1 1 1 1
## [8317] 0 1 0 1 0 0 1 1 1 1 0 0 0 0 0 0 0 1 1 0 1 0 0 1 0 1 0 1 1 1 0 0 1 0 1 0
## [8353] 0 1 0 1 1 0 1 1 0 0 0 1 0 1 0 0 0 1 1 1 1 1 1 1 0 1 1 0 1 0 0 1 1 1 1 0
## [8389] 1 1 0 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1 1 0 1 0 1 1 1 0
## [8425] 0 1 1 1 1 0 1 0 1 1 1 1 0 1 1 0 0 0 0 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1
## [8461] 1 1 0 1 0 0 1 1 0 1 0 0 1 0 1 0 1 1 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 0 1
## [8497] 1 1 0 0 1 0 0 0 1 1 1 0 1 1 0 1 1 0 1 0 0 0 0 1 0 1 0 1 1 0 1 1 1 0 1 0
## [8533] 0 1 0 1 0 0 1 0 0 0 1 1 1 0 1 1 1 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 1 1
## [8569] 0 1 1 1 1 1 0 0 0 0 1 1 1 0 0 0 0 1 1 1 0 0 0 0 0 1 1 1 1 1 0 0 1 1 1 1
## [8605] 1 0 0 1 1 1 0 1 0 0 1 1 1 0 0 1 1 1 1 1 1 0 0 1 0 1 0 0 1 0 1 0 0 0 1 1
## [8641] 0 0 1 0 0 0 1 0 1 0 0 0 0 1 1 1 1 1 0 0 1 0 1 0 0 1 1 1 0 1 1 0 1 1 1 1
## [8677] 1 0 1 1 1 1 1 1 0 1 1 1 1 0 1 0 1 0 0 0 0 0 0 1 1 0 0 1 1 1 1 1 0 1 1 0
## [8713] 1 1 1 1 1 1 1 1 1 1 1 0 1 1 0 1 1 1 1 1 1 1 1 0 0 1 1 0 0 1 1 0 0 1 1 1
## [8749] 1 1 1 1 1 0 0 1 0 0 0 0 0 0 1 1 0 1 0 0 1 1 0 1 1 1 1 0 0 0 0 1 1 0 0 1
## [8785] 0 1 1 1 0 0 1 1 1 1 1 1 0 1 0 0 1 1 1 1 0 0 1 1 1 1 0 1 0 0 0 1 1 1 1 1
## [8821] 1 0 0 1 1 0 0 1 1 0 1 0 1 1 1 0 0 0 1 1 0 1 1 0 1 0 0 1 0 0 1 1 0 0 1 1
## [8857] 1 0 1 1 0 1 0 0 0 0 0 1 0 1 0 0 0 0 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 0 1 0
## [8893] 1 0 1 1 0 1 1 1 0 1 0 1 1 0 1 1 1 0 1 0 0 0 1 1 0 0 1 0 1 1 1 1 1 1 0 1
## [8929] 1 1 1 0 1 1 0 1 1 0 0 1 1 0 1 1 1 0 0 0 1 1 1 1 1 0 0 0 1 0 1 0 1 1 1 0
## [8965] 1 1 0 0 1 1 1 1 0 1 0 1 0 1 1 1 1 0 0 1 1 1 0 0 0 0 1 0 1 0 1 1 0 1 1 1
## [9001] 0 1 1 1 0 1 0 1 1 0 1 1 1 1 0 1 0 0 0 1 1 1 0 1 0 1 0 1 1 0 1 1 1 0 1 1
## [9037] 0 0 1 1 0 1 1 1 1 1 1 0 1 1 1 1 0 1 0 0 0 0 1 1 1 1 0 0 1 1 1 1 0 0 0 0
## [9073] 1 1 1 0 1 1 1 0 0 0 0 0 0 1 1 0 0 1 1 0 1 1 1 1 1 1 0 1 1 0 1 1 0 1 1 1
## [9109] 1 1 1 0 1 0 1 1 1 1 1 0 1 1 1 0 0 1 0 1 1 0 1 0 1 0 0 0 1 1 1 1 1 1 1 1
## [9145] 1 1 0 0 1 0 1 1 1 0 0 0 1 1 0 1 0 1 0 0 1 0 0 1 1 1 1 0 0 1 1 1 0 0 1 0
## [9181] 1 1 1 0 1 1 1 0 1 1 1 0 1 0 0 0 0 1 1 1 0 1 0 0 1 0 1 1 0 1 0 1 0 1 1 0
## [9217] 0 1 0 1 1 1 1 1 0 1 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 0 1 0 0 1 0 1 1 0
## [9253] 1 1 1 1 1 1 0 1 1 1 0 0 0 1 0 1 0 1 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 0 0
## [9289] 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 0 1 0 1 1 0 1 0 1 1 0 0
## [9325] 0 1 1 1 1 1 0 1 1 1 1 0 1 1 1 1 1 1 0 1 1 1 0 0 0 1 1 1 0 0 0 1 1 0 1 0
## [9361] 0 1 0 1 1 1 1 1 1 1 1 1 1 0 0 1 0 0 0 1 1 1 1 1 1 1 1 1 1 0 1 1 0 1 0 1
## [9397] 0 0 0 1 1 0 1 1 0 1 0 0 1 1 0 0 1 1 0 1 1 1 0 1 1 1 1 1 1 0 1 1 1 0 0 1
## [9433] 1 0 1 0 0 1 0 0 0 0 1 0 1 0 0 1 1 0 0 0 1 1 1 0 1 1 1 1 0 0 1 1 1 0 1 1
## [9469] 1 1 0 1 1 0 0 0 1 0 1 1 0 1 1 0 0 0 0 0 1 1 0 0 1 0 1 0 1 1 1 0 1 1 1 0
## [9505] 1 0 1 1 0 1 0 1 1 1 1 0 1 0 1 1 0 1 0 0 0 1 1 0 1 0 1 0 0 1 0 1 0 0 1 0
## [9541] 1 0 1 0 1 1 0 1 1 1 0 1 1 1 1 0 0 1 1 0 1 0 0 0 0 1 0 1 1 0 1 1 1 1 1 1
## [9577] 1 1 0 0 1 0 0 0 1 1 0 0 1 1 1 0 0 0 1 1 0 0 1 0 1 0 1 0 0 0 1 0 1 1 1 0
## [9613] 1 1 1 0 1 0 0 1 1 1 0 1 1 1 1 0 0 0 0 1 0 1 0 0 0 0 1 1 1 0 1 0 1 1 1 1
## [9649] 1 0 0 0 1 0 0 0 1 0 1 0 0 1 1 1 0 0 1 1 1 1 1 0 0 0 1 1 1 1 0 0 0 0 1 1
## [9685] 1 0 0 1 1 1 0 0 0 0 1 1 1 1 1 1 1 1 1 0 1 0 0 0 0 1 1 1 0 1 1 1 1 1 0 1
## [9721] 1 1 1 0 1 0 1 0 1 1 0 1 1 0 1 0 0 0 0 0 1 0 1 0 1 1 1 1 1 0 1 0 1 1 1 1
## [9757] 1 1 0 0 1 1 0 0 1 0 1 1 1 0 1 1 1 0 1 0 1 1 1 1 0 1 1 1 0 0 1 0 1 1 1 0
## [9793] 0 0 1 1 0 0 1 1 1 1 1 1 1 1 0 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 0 1 0 1 0 1
## [9829] 0 0 1 1 1 1 0 0 1 1 0 1 1 1 1 0 0 1 0 0 0 0 0 1 0 0 1 0 1 1 1 1 1 1 1 0
## [9865] 0 1 1 1 0 1 0 1 0 1 0 0 0 0 1 1 0 1 1 0 1 1 0 0 1 1 0 1 0 1 1 0 1 1 0 0
## [9901] 1 1 1 1 1 1 1 0 1 1 1 1 1 0 1 1 0 1 0 1 1 1 0 1 0 0 1 1 0 1 1 1 1 1 1 1
## [9937] 1 1 1 0 0 0 1 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1 1 1 0 1 0 0 0 1 1 1 1
## [9973] 0 0 0 1 1 1 1 0 0 1 1 0 1 0 1 1 0 1 1 0 1 1 0 0 1 1 0 1 0 1 0 0 1 1 0 0
## [10009] 1 0 1 0 0 1 1 1 1 0 0 1 1 0 0 1 0 0 0 0 1 1 1 1 1 1 1 0 1 1 1 1 1 0 0 0
## [10045] 1 0 0 1 1 0 1 1 0 1 0 0 0 1 1 1 1 1 0 1 1 1 1 0 1 0 1 1 1 1 0 1 1 0 1 1
## [10081] 0 1 1 0 1 1 1 1 0 0 0 0 0 0 1 0 1 0 0 1 0 1 1 1 0 1 0 0 0 1 0 0 0 0 0 0
## [10117] 0 0 1 0 1 1 1 0 0 1 0 1 1 1 0 1 0 0 0 1 0 1 0 1 0 1 0 0 1 1 1 0 0 1 1 1
## [10153] 1 1 0 1 0 1 1 1 1 1 1 1 0 1 0 1 0 1 1 1 1 1 1 1 1 0 1 1 0 1 0 0 0 1 0 0
## [10189] 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 1 0 1 0 0 1 1 0 0 0 0 1 0 1 1 1 1 1 0 1 1
## [10225] 1 1 1 0 1 0 1 1 0 0 1 0 1 0 1 1 0 0 0 0 1 0 1 1 0 1 1 0 0 0 1 0 0 0 0 0
## [10261] 0 0 1 1 1 0 0 1 0 1 1 1 1 1 1 0 0 1 1 0 1 1 1 1 1 1 0 1 1 1 1 1 1 1 0 1
## [10297] 1 1 0 1 1 0 1 0 0 0 1 1 0 1 0 1 1 0 1 0 0 0 0 0 0 1 1 1 0 1 1 1 1 0 0 0
## [10333] 0 0 1 0 0 0 0 0 1 1 0 1 1 1 0 1 0 1 1 1 0 1 1 1 1 0 1 0 1 0 0 0 1 1 1 1
## [10369] 1 0 1 1 0 1 0 1 0 0 1 0 1 0 1 1 0 1 0 1 1 1 1 0 1 1 1 1 1 0 0 0 1 1 0 0
## [10405] 0 1 1 0 1 0 0 1 1 0 0 0 0 1 0 0 1 1 0 1 0 1 1 0 1 1 1 1 0 1 0 1 0 1 0 1
## [10441] 0 1 0 1 1 0 1 1 0 0 0 1 0 1 1 0 0 0 0 1 1 1 1 0 0 0 0 1 0 1 0 1 1 1 1 0
## [10477] 1 0 1 0 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 1 1 0 0 0 0 1 1 1 1 1 0 1 1 1 1
## [10513] 0 0 1 0 1 1 1 0 1 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 0 1 0 0 0 0 1 1 1 0 0 1
## [10549] 1 1 0 0 1 1 0 0 0 1 0 0 0 0 1 1 1 0 1 0 1 1 0 0 1 1 0 1 1 1 0 0 1 0 0 0
## [10585] 1 0 1 1 0 1 1 1 1 0 1 1 1 0 0 1 1 1 1 0 0 0 1 1 0 0 0 0 1 1 1 1 0 1 1 1
## [10621] 1 0 0 0 0 1 1 1 1 0 0 1 0 0 1 1 0 1 0 1 1 1 0 0 1 1 1 0 0 1 0 0 0 1 0 0
## [10657] 0 1 1 0 1 0 0 1 1 0 0 0 1 1 1 1 0 1 1 1 1 0 0 0 1 1 1 1 0 1 1 1 0 1 1 0
## [10693] 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 0 0 1 1 1 0 1 0 0 1 1 0 1 0 1 1 1 0 1
## [10729] 0 1 0 1 0 0 1 1 1 0 1 1 0 0 1 0 1 0 0 1 1 1 1 0 1 1 0 0 1 1 1 1 1 0 1 1
## [10765] 1 0 0 0 1 1 0 0 1 0 0 1 0 1 1 1 1 0 0 1 0 0 0 1 0 0 0 1 1 0 0 0 0 1 1 1
## [10801] 1 1 1 1 0 1 0 1 1 1 0 1 1 0 1 1 0 1 0 0 1 1 0 1 1 1 1 0 0 0 0 0 1 0 0 0
## [10837] 1 0 0 1 1 1 1 0 1 0 1 1 1 1 0 1 1 0 0 1 0 0 0 1 1 1 1 1 0 1 0 1 0 1 1 0
## [10873] 0 0 1 0 1 0 1 1 0 1 1 1 1 1 0 0 0 1 0 0 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 1
## [10909] 0 0 1 1 0 0 0 0 0 1 0 1 0 1 1 0 0 1 0 0 0 0 0 1 1 0 0 1 0 1 0 1 1 1 1 1
## [10945] 0 0 1 1 1 0 0 0 1 0 1 0 1 0 1 1 0 1 0 1 1 0 0 1 1 0 1 1 1 0 1 1 0 1 1 1
## [10981] 1 1 0 0 1 0 1 1 0 0 1 1 0 1 1 0 0 0 0 1 1 0 0 1 1 1 1 0 1 0 1 1 0 1 0 1
## [11017] 1 0 0 1 0 0 0 1 1 0 1 0 1 1 0 1 0 1 0 1 0 0 1 1 1 0 1 1 0 0 0 1 1 0 0 1
## [11053] 1 0 1 0 0 1 1 0 1 1 0 0 1 1 1 1 0 0 0 1 0 1 1 1 0 1 1 0 1 1 0 0 1 1 0 1
## [11089] 1 0 0 1 1 1 1 1 1 1 1 0 0 1 0 1 1 0 0 0 1 1 1 1 0 1 1 0 1 0 0 0 1 0 1 0
## [11125] 1 0 1 1 1 1 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1 1 0 1 1 0 0 1 1 0 0 1 0 1 1 1
## [11161] 1 0 0 0 1 0 0 0 1 1 0 1 0 0 1 1 1 1 0 0 1 0 0 0 0 1 0 0 1 0 0 1 1 0 0 1
## [11197] 1 0 0 1 1 1 0 1 0 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 1 1 1 0 1
## [11233] 0 1 1 1 1 0 1 1 1 0 0 1 1 0 0 0 0 1 1 1 1 1 0 1 1 0 1 1 1 1 0 1 0 1 1 0
## [11269] 0 1 1 1 1 0 1 0 0 0 1 0 1 0 1 0 0 0 0 1 1 0 1 1 1 1 1 1 0 1 0 1 0 0 1 0
## [11305] 1 1 1 1 1 0 0 0 0 0 1 1 0 1 1 1 0 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 0 1
## [11341] 1 0 1 1 1 0 1 1 0 0 1 1 1 0 1 1 0 0 0 0 0 1 0 0 1 1 0 1 0 1 1 1 1 0 0 1
## [11377] 0 0 1 0 1 0 1 0 1 1 1 1 0 1 0 1 0 1 0 1 0 0 1 1 1 1 1 0 1 1 1 0 0 1 1 1
## [11413] 1 1 1 1 1 0 0 0 1 1 0 1 0 1 0 0 0 1 0 1 1 1 1 1 1 1 1 0 1 0 1 0 1 1 1 1
## [11449] 0 0 1 1 1 0 1 0 1 1 0 1 0 0 1 0 1 0 1 1 1 0 0 0 1 1 1 0 0 0 1 0 1 0 1 0
## [11485] 0 1 0 1 0 0 1 1 1 1 1 0 1 1 0 0 1 0 1 0 1 0 1 0 0 1 1 0 1 1 1 1 1 0 0 1
## [11521] 1 0 1 0 0 0 1 0 0 0 0 0 1 1 1 0 0 1 1 0 0 1 1 1 0 1 1 1 1 1 0 1 1 0 1 0
## [11557] 1 1 1 0 1 1 1 0 1 1 1 1 0 0 0 0 0 1 1 0 1 1 0 1 1 0 0 0 1 0 0 0 1 1 1 1
## [11593] 1 0 1 0 0 1 0 0 1 0 1 0 1 1 0 1 1 0 0 1 0 1 1 0 1 0 1 1 1 0 1 1 0 1 0 1
## [11629] 0 0 1 0 0 0 0 1 1 1 1 1 0 1 0 0 0 0 0 0 1 1 1 1 0 1 1 1 1 0 0 1 1 0 1 0
## [11665] 0 1 1 1 0 0 1 0 0 0 1 1 1 1 1 0 0 0 1 1 0 1 1 0 1 0 0 1 0 0 0 1 1 1 1 1
## [11701] 0 1 1 1 0 0 1 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 0 1 1 0 0 0 0 1 0 1 0 0 1
## [11737] 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1 0 1 1 0 1 1 1 0 1 1 1 1 0 0 0 1 1 0 0 1
## [11773] 1 0 0 1 1 0 1 1 0 1 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 0 0 0 1 1 1 1 0 1 1
## [11809] 0 1 0 1 1 0 1 0 1 0 1 1 0 0 0 1 0 0 0 0 1 0 1 0 0 1 1 0 0 0 0 1 1 0 1 1
## [11845] 0 0 1 1 0 1 0 1 0 1 1 1 1 1 0 0 1 0 0 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 1 1
## [11881] 0 0 1 1 0 1 1 1 1 1 1 0 0 1 0 0 0 0 1 1 0 1 1 1 0 0 1 0 0 0 1 1 0 0 1 1
## [11917] 1 1 0 1 0 1 1 0 1 1 1 1 0 1 0 1 0 0 1 0 1 1 1 1 1 1 1 1 0 1 0 0 0 1 1 0
## [11953] 1 1 1 1 0 1 0 1 1 1 1 1 1 0 0 1 1 0 1 0 0 1 1 0 1 1 1 1 1 0 0 0 1 1 0 1
## [11989] 0 1 0 0 0 0 1 0 1 1 1 0 0 0 1 1 1 0 0 1 1 0 0 0 1 1 0 1 1 0 1 1 0 1 1 1
## [12025] 0 0 0 1 0 0 1 1 1 1 1 0 0 0 1 0 1 0 0 0 1 0 1 1 0 0 1 1 1 1 0 0 1 0 1 0
## [12061] 1 0 0 0 1 0 0 1 0 0 1 1 1 1 1 1 1 1 0 1 1 1 1 0 0 1 1 0 1 1 0 1 1 1 1 0
## [12097] 0 1 1 1 1 0 0 0 0 0 1 0 1 1 0 1 1 1 1 0 0 0 1 0 1 1 1 1 0 0 0 1 0 0 1 0
## [12133] 1 1 1 1 1 1 0 0 1 1 1 0 1 0 1 0 1 1 0 0 0 1 1 1 1 1 1 0 1 0 1 1 1 1 0 1
## [12169] 1 0 1 1 0 0 0 0 0 1 0 1 1 1 0 0 1 1 0 1 1 1 1 1 1 1 0 1 1 0 0 0 1 1 0 1
## [12205] 0 1 0 0 0 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1 1 1 1 0 1 0 0 1 1 1 0 1 0 1 1 0
## [12241] 0 0 0 1 1 1 1 0 1 1 1 1 0 0 1 1 0 0 0 1 1 0 1 0 0 0 1 1 1 0 0 1 1 0 0 0
## [12277] 1 1 0 0 0 0 1 1 0 0 1 1 0 0 1 0 1 0 0 1 1 1 0 1 0 1 0 0 0 1 0 0 1 1 0 1
## [12313] 0 0 0 0 1 1 1 1 0 1 0 0 1 0 1 1 1 1 1 0 1 1 1 0 0 1 1 0 1 1 0 0 1 0 0 1
## [12349] 0 1 0 0 1 0 1 0 1 1 0 0 0 1 1 1 0 1 1 0 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1
## [12385] 0 1 1 1 0 1 1 1 1 1 0 0 0 1 1 0 0 1 0 1 1 1 1 0 0 0 0 0 1 0 0 0 0 0 1 0
## [12421] 1 1 1 1 1 0 1 0 1 0 0 0 0 1 0 1 1 1 1 1 0 1 0 1 1 1 0 1 1 0 0 0 0 0 0 0
## [12457] 0 0 1 1 1 0 0 1 0 1 1 1 0 1 0 1 0 1 0 1 1 0 0 1 1 0 1 0 0 1 1 0 1 0 0 0
## [12493] 1 0 1 1 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 1 0 1 1 1 0 0 1 1 0 0 0 1 0 0 0 1
## [12529] 1 1 0 0 0 0 1 1 0 1 1 1 1 0 1 0 0 0 0 1 1 0 0 0 0 1 1 1 0 0 1 1 1 0 1 1
## [12565] 0 1 1 0 1 1 0 0 1 1 1 0 1 0 1 0 1 0 1 1 1 1 0 0 0 1 0 1 1 0 0 0 0 1 1 1
## [12601] 1 0 0 0 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1 0 1 0 1 0 1 1 0 0 1 1 1 0 0 1 0 1
## [12637] 1 1 0 1 1 1 1 1 0 0 1 1 0 1 0 0 1 0 0 1 1 0 1 1 0 0 1 1 1 1 1 1 0 1 0 1
## [12673] 0 1 0 1 1 1 1 0 1 1 1 1 1 1 1 0 0 0 0 1 1 0 1 0 1 0 0 1 0 1 1 1 0 1 1 0
## [12709] 1 1 1 0 1 1 1 0 1 1 1 0 0 0 0 1 0 0 0 1 0 0 1 0 1 1 0 0 0 1 0 0 0 0 1 1
## [12745] 0 0 1 0 0 1 1 0 0 1 1 0 0 1 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 1 1 1 1 1 1 1
## [12781] 1 1 0 1 0 1 0 1 1 1 0 0 0 1 0 1 1 1 1 1 1 1 1 0 1 1 0 1 1 1 0 1 1 0 0 0
## [12817] 1 1 0 1 0 0 0 1 0 1 1 1 1 1 1 1 0 1 1 1 1 0 0 1 0 1 1 0 1 0 0 0 0 0 0 0
## [12853] 1 0 0 1 0 1 1 0 1 1 0 1 0 1 1 1 0 0 1 0 0 1 0 0 0 1 1 1 0 0 1 0 1 1 1 1
## [12889] 1 1 1 1 1 1 0 1 1 1 1 1 0 0 1 0 0 1 0 1 1 1 1 1 1 0 1 0 1 1 1 1 1 0 1 1
## [12925] 1 1 1 1 1 0 0 0 0 1 0 0 1 1 1 0 1 1 1 1 1 1 0 0 1 1 0 1 1 1 1 0 0 1 1 1
## [12961] 1 1 1 0 1 0 0 0 1 0 0 1 1 0 0 0 1 1 1 1 1 1 0 0 1 1 0 0 1 0 0 1 1 0 0 0
## [12997] 0 1 1 1 0 0 1 0 1 1 0 1 0 1 0 0 1 0 1 1 0 0 0 1 0 1 0 1 0 1 1 0 1 1 1 0
## [13033] 1 0 1 1 1 1 1 1 1 1 0 1 1 1 0 1 0 0 0 1 1 0 1 1 0 0 1 1 0 0 1 1 0 0 1 0
## [13069] 0 0 0 1 0 0 1 0 1 1 1 1 0 1 0 1 0 1 1 1 0 0 0 1 1 1 1 1 1 0 0 0 1 1 1 1
## [13105] 1 0 0 1 1 1 1 0 1 1 0 1 0 1 0 1 1 0 0 1 0 0 0 1 1 0 0 0 0 1 1 0 0 0 1 0
## [13141] 1 1 1 0 0 0 1 1 1 1 1 1 0 0 0 0 1 0 1 1 0 1 1 1 1 0 0 0 0 1 0 0 0 1 1 0
## [13177] 0 1 1 0 0 1 0 1 1 1 1 1 0 1 0 1 1 1 1 1 1 0 0 1 0 0 0 1 0 0 0 0 0 0 1 0
## [13213] 1 0 1 0 1 1 1 0 1 1 0 1 0 1 1 1 0 0 1 0 0 0 1 0 1 1 1 0 1 0 1 1 1 1 0 1
## [13249] 0 1 0 1 0 1 1 1 1 0 1 1 0 0 1 1 1 0 1 1 1 1 0 0 0 1 1 1 1 0 0 1 1 1 0 1
## [13285] 1 0 1 1 1 0 1 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1 1 0 1 1 0 1 0 1 1 1 1 1 1 0
## [13321] 0 1 1 0 1 0 1 1 1 0 1 1 1 1 1 0 0 1 1 0 0 1 1 1 0 1 1 0 1 1 0 0 0 1 0 0
## [13357] 1 0 1 0 1 0 1 1 1 1 0 1 1 1 0 0 1 1 1 1 0 0 1 1 0 1 0 0 0 0 1 0 0 1 0 1
## [13393] 1 1 0 1 0 1 1 0 1 0 1 0 0 1 1 0 0 1 1 1 1 0 0 1 1 0 1 0 1 0 1 1 0 1 0 0
## [13429] 0 1 0 0 1 0 1 0 1 0 1 1 0 0 0 0 1 1 1 1 0 1 1 1 0 0 1 1 1 0 0 1 0 0 0 1
## [13465] 0 0 0 0 0 1 1 0 0 0 0 1 0 0 0 1 1 0 1 1 0 0 1 1 0 1 0 1 0 1 1 0 1 0 1 0
## [13501] 1 1 1 0 0 1 0 0 0 0 0 0 0 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 0 0 1 1 1 1 0
## [13537] 0 1 0 1 1 1 0 1 1 1 0 1 0 1 0 0 1 0 1 1 1 1 1 0 1 0 1 0 1 1 1 1 0 1 1 0
## [13573] 1 1 0 1 1 1 1 0 1 1 1 0 1 1 1 1 0 1 1 1 1 0 1 0 0 0 0 1 1 0 1 1 1 1 0 1
## [13609] 0 1 0 0 1 0 0 0 0 1 0 1 0 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 0 1 0 1 0 1 1
## [13645] 1 1 1 0 0 1 1 0 0 0 1 0 0 1 0 0 0 1 1 1 0 1 1 1 1 0 0 1 1 0 0 1 1 0 1 0
## [13681] 0 1 1 0 0 1 1 0 0 0 0 0 1 0 1 0 1 1 0 1 0 1 1 0 1 0 0 0 0 0 1 0 1 1 1 1
## [13717] 0 1 1 1 1 0 0 1 1 1 0 1 1 1 0 1 0 0 1 1 1 1 0 0 1 0 0 1 0 1 0 1 0 1 1 0
## [13753] 1 1 1 0 1 0 1 1 0 0 0 0 1 1 1 1 1 0 0 1 1 1 1 0 0 1 1 1 1 1 0 0 0 0 1 1
## [13789] 1 1 0 1 0 1 1 0 1 1 1 1 1 1 1 1 1 0 1 0 0 1 0 1 0 0 0 1 1 0 0 0 0 1 1 1
## [13825] 0 1 0 1 0 0 0 1 0 1 0 1 0 1 1 1 1 1 0 0 0 1 0 1 1 1 0 1 0 0 0 0 0 0 1 1
## [13861] 0 0 1 0 0 0 1 1 1 0 1 0 1 1 0 0 0 1 1 1 1 0 0 1 0 0 0 1 1 1 0 0 1 1 1 1
## [13897] 1 1 1 1 0 1 1 1 1 1 0 1 1 1 0 1 0 1 1 1 1 0 0 0 1 0 1 1 0 0 0 1 1 1 0 1
## [13933] 1 1 0 0 0 0 0 1 1 0 0 0 0 1 0 1 1 0 1 1 1 1 1 0 0 1 1 1 0 1 0 0 1 1 0 0
## [13969] 1 0 1 1 1 1 0 0 0 0 0 1 1 1 0 1 1 1 1 0 1 1 0 1 0 0 1 0 1 1 0 0 1 1 1 0
## [14005] 0 0 1 1 0 0 1 0 1 1 0 0 1 0 1 0 0 0 1 0 1 1 0 1 0 0 1 0 1 1 1 0 0 1 1 0
## [14041] 1 0 1 0 0 0 1 0 0 0 1 0 0 0 0 1 0 1 1 0 1 1 0 1 1 1 1 0 1 1 1 1 1 0 1 0
## [14077] 0 1 1 1 0 1 0 0 1 1 1 1 1 0 1 0 0 1 0 0 1 1 1 0 0 0 0 0 0 0 1 1 1 0 1 1
## [14113] 0 0 1 0 0 1 0 0 0 0 1 1 0 0 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0
## [14149] 1 1 0 0 1 0 1 0 1 1 0 1 1 1 1 1 0 1 1 0 0 1 1 1 0 0 1 1 0 1 1 1 1 0 0 0
## [14185] 1 0 0 0 1 1 1 0 0 0 0 0 1 1 1 1 1 0 1 0 0 0 0 0 1 1 1 0 1 0 0 0 1 0 1 1
## [14221] 1 1 0 0 1 1 1 1 1 0 1 1 0 0 1 1 0 0 0 1 0 0 0 1 1 1 0 0 1 1 1 1 1 0 1 1
## [14257] 0 0 1 0 1 0 1 1 1 0 0 1 1 0 1 0 0 1 1 1 0 1 0 1 0 0 1 1 1 1 0 0 1 0 0 1
## [14293] 1 1 1 1 1 1 1 0 0 1 1 1 1 0 0 0 1 1 0 1 0 1 1 1 0 1 1 1 1 1 1 0 0 1 0 0
## [14329] 0 0 1 0 1 1 0 0 0 1 0 1 0 1 1 1 0 1 0 0 0 1 0 1 0 0 1 1 0 1 1 1 1 0 0 0
## [14365] 1 0 0 1 0 0 0 1 1 0 1 1 0 1 0 1 0 0 0 0 1 0 1 1 1 1 1 0 0 1 0 1 1 1 1 0
## [14401] 1 1 0 1 1 1 1 0 0 1 0 1 1 1 0 0 1 0 0 0 0 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0
## [14437] 0 1 0 1 1 1 1 1 0 1 1 1 1 1 0 1 1 1 1 1 1 0 0 1 1 1 1 0 0 0 0 1 0 1 1 1
## [14473] 1 1 1 1 1 0 0 1 0 1 0 1 1 1 0 1 1 1 1 1 0 1 0 1 1 1 1 1 0 0 1 0 1 1 1 0
## [14509] 1 1 0 1 1 1 0 1 1 0 1 1 0 1 0 0 1 0 0 0 0 1 0 0 1 1 1 1 0 1 1 1 0 0 1 0
## [14545] 1 0 0 1 1 1 1 0 1 0 0 0 1 1 0 0 1 0 1 0 1 1 0 1 0 0 1 1 1 1 0 0 1 1 1 1
## [14581] 1 1 1 0 1 0 1 0 1 1 0 1 0 1 0 0 1 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 1 1 0 1
## [14617] 1 0 1 1 1 1 0 1 0 1 0 1 1 0 0 1 1 0 0 1 0 1 1 1 1 1 1 1 1 1 0 0 1 1 1 0
## [14653] 1 0 1 1 1 1 1 0 1 0 1 0 1 0 1 0 0 1 0 0 1 1 0 0 1 0 1 1 0 0 1 1 0 0 0 0
## [14689] 0 1 1 1 0 1 0 1 1 1 1 0 1 1 0 0 1 1 0 1 0 0 0 1 1 0 1 1 0 1 0 0 1 0 0 1
## [14725] 1 0 1 0 0 1 1 1 1 1 1 0 0 0 0 1 1 1 1 1 0 1 1 1 1 1 0 0 1 0 1 0 1 1 1 1
## [14761] 1 1 0 1 0 1 1 1 0 0 1 0 1 1 1 1 1 1 1 0 1 0 0 0 1 1 0 0 1 1 1 0 1 0 1 1
## [14797] 0 1 0 1 1 1 0 1 1 1 0 1 1 1 1 0 0 0 1 0 0 0 1 1 1 1 0 0 1 1 1 1 1 0 0 0
## [14833] 0 1 0 1 1 1 1 0 1 0 1 1 0 0 0 0 0 1 1 0 1 0 0 1 1 0 0 1 0 1 1 1 0 1 1 0
## [14869] 1 1 0 1 0 1 0 0 0 1 1 1 0 0 0 1 1 0 1 1 1 1 1 1 1 0 1 1 0 0 1 1 1 1 1 0
## [14905] 1 1 0 0 1 0 0 1 1 0 1 0 1 1 1 1 0 0 1 0 1 1 0 1 1 1 1 1 0 1 0 0 0 0 1 1
## [14941] 0 0 0 1 1 1 1 1 0 0 1 0 0 1 0 1 1 1 1 0 1 1 1 1 0 1 1 1 1 0 1 0 1 0 1 0
## [14977] 0 0 0 1 1 1 1 1 1 0 1 0 1 1 1 1 1 1 0 1 0 0 1 1 1 1 1 0 1 0 1 0 0 1 0 1
## [15013] 1 1 1 0 0 0 1 1 0 1 1 0 1 0 1 0 0 1 0 1 1 0 0 1 0 0 0 0 0 1 1 1 1 0 0 1
## [15049] 1 1 1 1 0 0 1 1 1 1 1 1 0 1 0 1 1 0 0 1 1 0 0 1 0 0 1 1 1 0 1 1 1 1 1 0
## [15085] 1 1 0 1 0 0 1 1 0 1 0 0 1 0 1 0 1 0 0 1 1 1 0 0 1 1 0 0 0 0 1 0 0 0 0 1
## [15121] 1 1 0 0 1 1 0 1 1 0 0 1 1 1 1 1 0 1 0 1 0 1 0 1 0 1 1 0 1 1 1 1 0 1 0 1
## [15157] 1 1 1 1 0 1 1 1 0 0 1 1 0 1 1 1 1 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 1 0
## [15193] 0 1 0 0 0 1 0 1 1 1 1 0 1 1 1 0 1 1 1 1 0 0 0 1 0 0 1 0 0 1 1 1 0 1 1 1
## [15229] 0 1 0 1 1 0 1 1 1 1 1 1 1 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 0 0 1 1 0 0 1 1
## [15265] 1 0 1 1 0 1 1 0 0 0 1 0 1 1 0 1 0 1 0 0 1 1 0 0 0 1 0 1 1 1 0 0 0 1 0 1
## [15301] 0 1 0 0 1 1 1 1 0 1 0 1 1 0 0 1 0 0 1 0 0 0 1 1 1 0 0 1 1 1 0 0 0 1 0 1
## [15337] 0 0 0 0 0 1 0 1 1 1 0 0 1 1 0 0 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 0 0 1 1 0
## [15373] 1 0 1 1 1 0 1 1 0 1 1 1 1 1 0 1 1 0 1 1 1 0 1 0 1 1 1 1 1 1 0 0 0 0 0 1
## [15409] 0 0 0 0 1 1 1 0 1 0 0 1 0 1 1 0 1 1 0 1 1 1 1 1 0 1 1 0 1 0 1 1 1 1 1 1
## [15445] 0 0 1 1 0 1 1 1 1 0 0 0 0 1 1 1 1 1 1 1 0 1 0 1 1 0 1 0 1 0 1 1 1 1 0 1
## [15481] 1 1 1 0 1 1 0 0 1 1 1 0 1 1 1 0 0 0 0 1 1 1 1 1 1 1 1 0 1 1 1 1 0 1 1 0
## [15517] 1 1 1 1 1 1 1 0 0 1 0 0 0 1 1 0 0 1 1 1 0 1 1 0 1 1 0 0 1 1 0 0 0 1 0 0
## [15553] 1 1 1 1 0 1 0 0 1 1 1 0 1 1 1 1 0 0 0 0 0 1 0 1 1 1 1 1 1 1 1 0 0 0 1 1
## [15589] 1 1 0 1 0 1 0 1 1 1 1 0 1 0 0 0 1 0 0 0 0 0 0 0 1 0 1 1 1 0 0 0 0 0 0 0
## [15625] 1 0 0 1 0 1 0 0 1 0 1 0 0 1 0 1 1 1 0 0 0 0 0 1 1 1 1 0 1 1 1 0 1 1 1 1
## [15661] 0 0 0 1 1 1 1 1 1 0 1 1 1 1 1 0 1 0 1 1 1 0 1 1 1 0 1 0 0 0 1 0 0 1 1 0
## [15697] 0 0 1 0 1 0 0 1 0 0 1 1 0 1 1 0 0 0 0 0 1 1 1 0 1 1 1 0 1 1 1 1 0 1 1 1
## [15733] 1 0 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 0 1 0 0 0 1 0 1 0 0 1 0
## [15769] 1 0 0 0 1 1 0 1 0 0 1 0 1 1 1 0 1 1 0 0 1 1 0 0 1 1 0 1 1 0 0 1 1 1 0 1
## [15805] 1 0 1 0 0 1 0 1 1 0 0 1 0 1 1 1 1 1 1 1 0 1 0 1 0 1 0 1 1 0 0 1 0 1 1 1
## [15841] 0 1 1 1 0 0 1 1 0 0 0 0 0 1 0 0 0 1 1 1 1 1 0 0 0 1 1 0 0 1 1 1 0 0 0 1
## [15877] 1 0 1 1 1 1 0 0 1 0 1 1 1 1 1 1 1 1 1 1 0 1 0 1 0 1 1 1 1 1 0 0 0 1 0 0
## [15913] 0 1 1 0 1 0 0 0 0 1 1 0 0 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 0 1 1 0 1
## [15949] 0 0 1 1 0 0 0 0 1 0 0 1 0 0 1 1 1 1 1 1 0 1 1 1 1 0 1 0 1 0 1 1 1 1 0 1
## [15985] 0 1 0 0 1 0 1 1 1 1 1 0 0 0 0 0 0 0 1 1 0 1 0 0 1 1 1 0 0 0 0 1 0 0 1 0
## [16021] 1 1 0 1 0 0 1 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 1 1 1 0 1 0 1 1 1 0 1 1 1 0
## [16057] 1 1 1 1 0 1 0 1 0 1 1 1 1 0 1 1 1 1 1 1 0 0 1 1 0 1 1 0 0 0 0 0 1 1 0 1
## [16093] 0 1 0 0 1 1 0 0 1 1 0 1 1 0 0 1 1 1 0 0 0 1 1 0 1 0 1 0 0 0 0 1 1 1 0 1
## [16129] 1 1 1 0 0 1 0 0 0 1 1 1 1 0 0 0 1 0 1 0 1 1 1 1 1 1 1 1 0 1 1 0 0 0 0 0
## [16165] 0 1 1 1 0 0 1 1 1 0 0 0 0 1 1 1 0 1 1 1 0 0 1 1 1 0 0 0 1 0 0 0 1 0 1 0
## [16201] 0 1 1 1 0 0 0 1 1 1 0 1 0 1 1 1 1 1 0 1 1 1 0 1 1 1 1 0 0 1 1 1 1 1 1 1
## [16237] 0 1 0 1 1 0 1 0 0 0 1 0 0 1 1 0 0 0 1 1 0 1 1 1 0 0 1 0 1 1 1 1 1 1 0 0
## [16273] 0 1 1 0 1 1 1 1 0 1 1 0 1 0 1 0 1 1 1 1 0 0 1 1 1 1 0 0 1 1 1 1 1 1 0 0
## [16309] 1 1 0 1 0 1 1 1 0 1 1 1 0 0 0 0 1 0 0 0 1 1 0 0 1 1 0 1 1 1 1 1 0 1 0 0
## [16345] 1 0 1 0 1 1 0 1 0 1 1 0 1 1 1 0 1 0 1 1 1 0 1 0 1 0 1 0 1 1 1 0 0 0 0 1
## [16381] 0 1 0 0 0 0 1 1 1 0 0 0 0 1 0 1 1 0 1 0 0 1 1 0 1 1 1 0 0 1 0 1 1 0 1 0
## [16417] 0 0 1 0 0 1 1 1 1 1 0 1 1 1 1 1 1 0 1 1 0 1 1 1 1 1 1 1 1 1 1 1 0 1 0 0
## [16453] 1 0 0 1 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 1 1 1 1 1 1 1 1 0 0 1 1 0 1 1 1
## [16489] 1 1 1 1 0 0 1 1 0 0 1 0 1 0 1 0 0 0 0 0 1 1 0 1 1 1 1 0 1 1 1 0 1 1 1 0
## [16525] 1 0 1 1 0 0 0 1 0 0 0 0 0 0 1 1 1 1 0 1 1 0 1 0 0 1 1 1 1 0 1 1 0 1 0 1
## [16561] 1 1 0 1 0 0 0 1 1 0 1 1 1 1 0 0 0 0 1 1 1 1 0 1 1 1 1 1 0 1 1 1 0 0 0 0
## [16597] 1 0 0 1 1 1 1 0 1 1 0 1 1 1 1 1 0 1 0 1 0 1 1 1 1 0 0 0 1 1 0 1 0 0 0 0
## [16633] 0 1 1 0 0 1 1 1 0 1 0 0 0 1 0 1 1 1 0 1 0 1 1 1 0 1 0 1 1 0 0 0 1 1 0 1
## [16669] 0 1 0 0 0 0 0 0 0 1 0 1 0 1 1 0 0 1 0 1 0 1 1 1 0 0 1 0 0 1 1 0 1 0 1 0
## [16705] 0 1 1 0 0 0 0 1 1 0 1 0 1 0 1 1 0 1 0 1 1 1 0 0 0 0 0 1 1 1 1 1 1 1 0 0
## [16741] 0 0 0 0 0 1 0 1 0 1 0 0 1 1 0 0 1 0 1 0 1 0 0 1 1 0 1 0 0 1 0 0 1 1 1 1
## [16777] 0 1 1 0 1 0 1 0 0 0 1 1 1 1 0 1 1 0 0 0 1 1 0 1 0 1 1 0 1 1 0 1 0 0 1 0
## [16813] 0 0 0 1 1 0 1 1 0 1 0 1 1 0 1 0 0 1 0 0 0 1 1 1 0 0 1 0 0 0 1 1 0 0 1 1
## [16849] 0 1 0 1 0 0 1 0 1 0 1 0 0 0 0 1 0 1 0 1 1 1 0 1 0 0 0 1 0 0 1 0 1 0 0 1
## [16885] 0 1 1 0 1 1 1 1 1 0 1 1 1 1 1 0 1 1 1 0 1 1 0 1 0 1 1 1 0 0 1 0 1 1 0 1
## [16921] 0 1 0 1 1 0 1 1 1 1 1 1 1 0 1 0 1 1 0 0 1 0 1 0 0 0 0 0 0 1 0 1 0 0 0 1
## [16957] 0 0 0 1 1 1 0 1 1 0 1 1 1 1 0 0 0 0 0 1 1 1 1 1 0 0 0 0 1 1 1 1 1 0 0 0
## [16993] 0 1 0 1 0 0 1 1 0 0 0 0 0 0 0 1 0 1 0 0 1 1 1 1 1 0 1 0 1 1 0 1 1 1 1 0
## [17029] 0 1 0 0 1 1 0 1 1 0 0 0 1 1 0 1 1 1 1 0 0 0 1 1 0 1 0 0 1 1 0 1 1 1 0 0
## [17065] 1 0 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 1 1 1 1 0 0 1 1 0 1 1 1 1 0 1
## [17101] 1 0 1 1 0 0 0 0 0 1 0 0 0 0 0 0 1 1 1 1 0 0 0 1 0 0 0 0 0 1 0 0 1 1 1 0
## [17137] 1 0 1 1 1 1 0 1 1 0 1 0 1 1 1 0 1 1 1 0 1 1 0 1 1 1 0 0 0 1 1 1 1 0 1 0
## [17173] 1 1 0 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 0 1 0 0 0 1 0 0 0 0 0 1 0 1 0 1 1
## [17209] 1 1 1 1 1 1 1 1 1 1 0 1 0 1 0 0 0 1 1 1 1 0 1 1 0 0 1 1 1 1 1 0 0 1 0 0
## [17245] 0 1 0 0 0 1 1 0 1 0 1 1 1 1 1 1 1 0 0 1 0 0 1 1 0 1 1 1 1 0 1 0 1 1 1 0
## [17281] 1 0 1 1 0 1 0 1 1 0 0 0 0 0 1 1 1 1 0 1 1 1 0 1 0 1 1 1 0 0 0 1 0 0 1 1
## [17317] 1 1 1 1 0 1 0 0 1 0 0 0 1 0 1 1 1 0 1 1 0 1 1 1 0 0 0 0 0 1 0 1 1 0 0 0
## [17353] 1 1 0 1 0 0 1 0 1 1 1 0 0 1 0 0 1 1 1 1 1 1 0 1 1 0 0 1 1 0 0 0 0 1 1 0
## [17389] 1 1 1 1 0 1 0 1 1 0 0 1 1 1 1 0 1 1 1 1 0 1 1 1 1 1 1 1 1 1 0 0 0 0 1 1
## [17425] 0 1 1 1 1 1 0 1 1 0 1 0 1 1 0 1 1 0 1 1 1 1 1 0 0 0 1 1 1 0 1 0 0 1 0 0
## [17461] 0 0 1 0 0 1 0 0 0 0 1 1 1 0 1 1 0 1 1 0 1 1 1 1 0 1 1 1 1 0 1 0 0 0 1 1
## [17497] 1 0 1 0 1 1 0 1 1 0 1 1 0 1 1 0 0 0 1 0 1 0 1 0 0 0 1 1 1 1 1 1 1 0 0 1
## [17533] 0 1 1 1 0 0 1 0 0 0 0 0 1 0 1 0 1 0 1 1 1 0 0 0 1 1 1 0 0 0 1 1 1 0 0 1
## [17569] 0 0 1 0 1 1 1 0 0 0 1 1 1 1 0 1 1 1 0 1 1 1 1 0 0 0 1 0 1 0 0 0 1 0 0 1
## [17605] 1 1 0 1 1 0 1 1 0 1 1 0 0 1 0 0 0 1 0 0 0 1 0 0 0 0 0 1 1 0 1 0 0 1 1 0
## [17641] 0 1 1 1 0 1 1 0 1 0 0 0 0 1 1 0 1 1 1 1 1 0 0 0 1 0 0 1 0 1 1 0 0 0 0 1
## [17677] 0 0 1 1 1 1 0 0 0 0 0 0 0 1 1 1 1 0 1 1 1 1 0 0 0 1 1 1 0 0 0 1 0 1 1 0
## [17713] 0 1 1 0 0 0 1 1 0 0 0 1 1 0 0 0 0 1 1 1 0 1 1 0 1 1 1 1 0 0 1 1 0 0 1 1
## [17749] 1 1 1 1 1 1 1 0 1 1 0 1 0 1 1 1 0 0 0 0 1 0 1 0 1 1 1 0 1 0 1 1 1 1 0 0
## [17785] 1 1 1 1 1 1 0 0 0 1 0 1 1 0 1 1 1 1 0 0 0 1 1 0 0 0 1 0 1 1 0 0 1 1 0 0
## [17821] 1 1 0 0 1 0 0 1 1 1 1 1 0 1 1 0 0 1 1 0 0 1 1 1 1 1 1 1 0 0 1 1 0 0 1 1
## [17857] 1 1 0 1 1 1 1 0 1 1 1 1 1 1 0 1 1 0 1 0 1 1 1 0 1 0 0 0 0 1 1 0 0 0 0 1
## [17893] 0 1 1 0 1 1 1 1 1 0 0 0 0 0 1 1 1 1 1 1 0 0 0 1 0 1 1 1 1 1 1 1 0 1 1 1
## [17929] 0 0 1 1 1 1 0 1 1 1 0 1 0 0 1 0 1 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1
## [17965] 1 1 1 0 0 1 1 1 0 1 0 1 0 0 1 1 1 1 0 0 1 0 1 1 1 1 0 1 1 1 0 1 1 1 0 0
## [18001] 1 0 1 0 1 1 1 0 0 0 0 1 1 1 0 1 0 1 1 1 1 1 0 1 1 0 1 1 1 0 1 0 0 1 1 1
## [18037] 1 0 0 1 0 1 0 1 0 1 0 1 0 0 1 1 1 0 1 1 1 0 1 1 1 1 0 1 1 0 1 1 1 0 0 1
## [18073] 1 0 1 1 0 1 1 1 1 1 0 1 0 1 0 0 1 1 1 0 1 1 1 1 1 1 0 0 1 1 1 1 1 1 0 1
## [18109] 1 1 1 0 0 1 1 1 1 1 0 0 1 1 0 1 1 1 0 1 1 0 0 1 0 1 1 1 0 1 1 1 1 1 0 0
## [18145] 0 1 1 1 0 0 1 0 0 1 1 0 1 1 0 0 0 0 1 1 1 1 0 1 0 1 1 0 1 0 1 1 0 0 1 0
## [18181] 0 0 0 1 0 0 0 1 1 1 0 1 1 0 1 0 0 1 0 1 0 1 1 1 1 1 1 0 0 1 1 0 1 1 0 1
## [18217] 1 0 0 1 0 0 0 1 0 1 1 1 1 0 0 0 1 1 1 0 0 1 0 1 1 1 0 0 1 0 0 1 0 1 0 1
## [18253] 1 1 1 0 0 1 1 0 1 1 1 0 1 1 1 1 0 1 0 0 1 0 0 0 0 1 0 0 0 0 1 1 1 0 1 1
## [18289] 0 1 0 1 0 1 0 1 1 0 1 1 0 0 1 1 0 1 1 0 1 0 1 1 1 1 1 0 0 0 0 1 1 1 0 0
## [18325] 1 1 1 0 1 0 1 1 0 1 1 1 1 0 1 0 0 0 0 1 1 0 0 0 1 1 1 1 0 0 1 1 1 0 0 1
## [18361] 0 1 0 1 0 1 1 0 1 0 1 1 1 0 1 0 1 1 1 0 0 1 1 0 0 1 1 0 0 1 0 1 1 0 1 1
## [18397] 1 1 1 0 1 0 0 1 0 1 0 0 1 0 0 1 1 1 1 0 0 0 1 0 0 0 1 1 0 0 1 1 1 1 1 1
## [18433] 0 0 0 0 0 1 1 1 0 1 1 0 0 0 0 0 1 1 1 1 1 1 1 0 0 0 0 1 0 1 1 1 1 0 1 1
## [18469] 0 0 1 0 0 1 0 1 0 0 1 1 0 1 0 1 0 1 0 0 0 1 1 1 1 0 1 1 1 0 1 0 1 1 0 0
## [18505] 1 1 1 0 1 0 1 0 1 0 1 0 1 1 1 0 1 1 1 0 1 0 1 0 1 1 1 1 0 1 0 0 1 1 0 1
## [18541] 1 1 0 0 0 0 1 1 1 0 0 0 1 1 0 0 0 0 1 1 1 0 1 1 1 1 1 0 1 0 0 1 0 1 0 1
## [18577] 0 0 1 1 1 1 1 1 0 0 1 1 1 0 0 1 0 1 0 1 1 1 1 0 1 0 0 0 1 1 0 1 1 0 1 1
## [18613] 1 1 0 1 0 0 1 0 1 0 1 1 0 0 1 1 1 0 0 1 1 0 0 1 1 1 0 1 1 1 0 1 1 0 1 0
## [18649] 0 0 1 0 1 1 0 1 1 1 1 0 0 1 0 0 1 1 0 1 1 1 1 0 0 0 1 1 0 1 1 1 1 0 1 1
## [18685] 0 0 1 1 1 1 0 1 0 0 0 0 1 0 0 1 0 1 1 0 1 1 0 1 1 1 1 1 0 0 1 0 0 0 1 1
## [18721] 1 1 1 0 1 1 1 1 1 1 1 1 0 1 0 0 0 1 0 1 0 0 1 0 1 0 1 1 1 0 1 0 1 1 0 1
## [18757] 1 0 0 0 1 0 1 0 1 1 1 1 1 1 0 1 1 0 1 1 1 0 1 1 0 1 0 1 1 0 0 0 0 0 1 1
## [18793] 1 0 1 1 1 1 0 1 0 1 1 1 0 1 0 1 0 1 1 0 1 1 1 1 1 1 0 1 1 1 0 1 1 1 1 1
## [18829] 0 1 1 0 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0 1 1 1 0 0 1 1 0 1 0 1 1 0 1 0 0 1
## [18865] 0 0 1 1 0 0 1 1 0 1 1 0 0 0 0 0 1 1 1 0 1 0 1 0 0 1 0 1 1 0 0 1 1 1 1 1
## [18901] 1 1 0 1 0 1 0 0 1 1 1 0 1 0 1 1 1 1 1 0 1 1 1 1 1 0 1 0 1 0 1 1 0 1 1 1
## [18937] 0 0 1 0 0 1 1 1 0 1 0 1 1 0 1 0 1 0 0 1 1 0 1 1 1 0 1 0 1 1 0 0 0 1 0 1
## [18973] 1 1 1 0 1 0 1 1 0 1 1 0 1 1 1 1 0 1 1 0 1 1 0 1 0 0 1 1 1 1 1 1 0 0 0 1
## [19009] 0 0 1 1 1 1 1 1 1 1 1 0 0 1 0 0 1 1 1 1 1 0 0 0 1 0 0 0 1 1 1 0 1 0 1 1
## [19045] 1 1 0 0 0 1 0 0 0 1 1 1 1 0 1 1 1 0 0 1 0 1 1 1 1 1 1 0 1 0 1 1 0 1 1 0
## [19081] 1 0 1 0 0 1 0 0 0 0 0 0 1 0 1 0 0 1 0 1 0 0 1 1 1 0 1 0 1 1 1 1 1 0 1 0
## [19117] 0 1 1 0 1 1 0 0 1 1 0 0 0 1 1 1 0 0 1 1 1 1 1 0 0 0 0 1 0 1 0 1 0 1 1 0
## [19153] 0 0 0 1 1 1 0 1 1 0 1 1 1 1 0 0 1 1 1 0 1 1 0 1 1 0 0 0 1 0 1 0 1 0 0 0
## [19189] 1 0 0 1 1 0 1 1 0 1 1 1 0 1 1 0 0 1 1 0 0 1 0 1 1 1 1 0 0 1 0 1 0 0 1 1
## [19225] 1 1 0 1 1 0 0 1 0 0 1 1 0 1 1 0 1 0 0 0 0 1 0 1 0 1 1 0 1 1 0 1 0 0 1 0
## [19261] 0 1 0 0 0 1 1 1 1 1 0 1 0 0 1 1 0 1 0 1 0 1 1 0 1 1 0 1 1 0 1 0 1 0 0 1
## [19297] 0 0 1 0 1 1 0 1 0 1 1 1 1 1 0 1 1 1 0 1 1 0 1 1 0 0 1 0 0 0 0 0 0 0 1 0
## [19333] 1 1 1 1 0 1 1 1 0 1 1 1 0 1 0 1 0 1 1 0 1 1 1 0 0 1 0 0 0 0 1 1 1 0 0 0
## [19369] 0 1 1 0 1 0 1 1 1 1 1 1 1 1 1 0 1 1 1 1 0 1 1 0 0 1 0 1 1 0 1 1 0 0 1 1
## [19405] 0 0 1 1 0 1 1 1 1 0 1 1 1 0 1 0 1 1 0 0 0 1 1 1 0 0 1 1 0 0 0 0 1 1 0 1
## [19441] 1 1 1 0 0 1 1 1 0 1 1 0 1 0 0 0 1 0 0 1 1 1 0 1 1 0 0 1 1 0 1 0 1 0 1 1
## [19477] 0 1 1 1 1 1 1 1 0 1 0 0 0 0 1 1 1 1 1 1 1 1 1 0 0 0 1 0 0 1 0 0 1 1 0 0
## [19513] 1 0 0 1 0 1 1 1 1 1 1 0 1 1 1 0 1 0 1 0 1 1 0 1 1 1 0 0 1 0 0 1 1 1 1 0
## [19549] 1 0 1 1 0 1 0 1 1 1 0 0 1 0 1 0 1 1 1 0 0 0 1 0 1 1 1 0 0 0 0 0 1 1 1 1
## [19585] 1 1 1 1 1 1 0 1 1 1 0 1 1 0 1 0 0 0 0 1 0 0 1 1 0 1 0 0 1 1 1 1 1 1 1 1
## [19621] 1 1 0 0 1 0 1 1 1 1 0 1 1 1 1 0 1 1 1 1 1 0 0 1 1 0 1 1 1 1 1 0 0 1 1 1
## [19657] 1 1 1 0 1 1 0 1 1 1 1 0 1 0 0 1 1 1 1 0 1 1 1 0 1 1 1 1 1 0 1 1 0 1 1 1
## [19693] 1 1 1 1 0 1 0 0 1 0 1 0 1 1 0 1 1 1 1 0 1 1 0 0 1 0 0 0 1 0 1 1 1 0 1 0
## [19729] 1 1 1 1 1 0 1 0 1 0 0 1 0 0 1 0 0 0 0 0 0 1 1 1 1 0 1 0 1 1 0 1 0 0 1 1
## [19765] 0 1 0 0 0 1 1 0 0 1 1 0 1 0 1 1 1 0 0 0 1 0 0 1 1 0 1 0 1 1 0 0 1 1 1 1
## [19801] 0 0 1 1 1 1 1 0 0 0 1 0 1 1 0 0 1 1 0 1 0 1 1 1 1 0 0 0 1 1 1 1 0 0 0 0
## [19837] 1 1 0 0 1 1 1 0 0 0 1 1 0 1 1 1 0 0 0 0 1 1 0 1 1 1 0 1 1 0 1 1 1 1 1 0
## [19873] 0 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 1 1 1 0 1 1 1 1 0 1 0 0 0 1 0 1 1 1 1
## [19909] 1 0 0 1 0 1 0 1 1 1 1 0 1 0 1 1 0 0 0 1 1 1 0 1 0 0 1 0 1 1 1 1 0 0 1 1
## [19945] 0 0 1 1 0 0 1 1 0 1 0 1 1 0 1 0 1 0 1 0 1 1 1 1 1 0 1 0 1 0 0 1 0 0 1 1
## [19981] 1 1 0 1 1 0 1 0 1 0 1 1 1 0 0 0 0 1 1 0 0 1 0 1 1 1 1 0 1 1 0 1 1 0 1 1
## [20017] 0 1 0 1 0 1 1 0 0 0 0 0 1 1 1 1 1 0 1 0 0 1 1 0 1 1 1 0 1 0 1 1 0 1 1 1
## [20053] 1 0 0 0 0 1 0 1 1 0 1 0 1 0 0 1 1 0 0 1 0 1 1 1 1 1 1 0 1 1 1 1 1 1 0 0
## [20089] 0 1 0 1 0 1 0 0 1 0 1 1 0 1 0 0 1 1 1 1 0 1 0 1 0 1 1 1 1 1 0 1 1 1 1 1
## [20125] 0 1 1 1 0 0 1 0 0 0 0 1 0 1 1 1 1 0 1 0 0 0 1 1 0 0 1 0 1 0 1 0 0 0 1 0
## [20161] 0 0 0 1 1 1 1 1 1 1 0 1 1 1 1 1 1 0 1 0 1 1 0 0 1 1 0 1 0 1 1 0 1 0 0 0
## [20197] 0 1 0 1 0 0 0 0 0 1 1 0 1 1 0 0 1 0 0 0 0 0 1 0 0 1 1 1 0 1 1 1 1 1 1 1
## [20233] 1 1 1 1 1 1 1 0 0 1 1 1 1 0 1 0 1 0 0 1 0 1 0 0 0 1 0 0 1 1 1 0 1 1 0 0
## [20269] 1 1 1 0 0 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 1 1 0 1 0 0 1 1 1 0 0 1 1 1 0
## [20305] 0 1 0 0 1 1 1 0 0 0 1 0 0 0 0 1 1 0 1 1 1 1 0 0 1 1 1 1 1 1 1 0 1 1 1 1
## [20341] 0 1 1 0 1 1 0 0 0 1 0 1 1 1 0 0 0 1 0 0 1 1 1 0 1 1 1 1 0 1 1 1 1 0 0 0
## [20377] 0 0 1 1 1 1 0 1 1 1 1 0 1 0 0 0 0 1 1 1 1 1 0 1 1 1 1 0 1 1 0 1 0 1 0 1
## [20413] 1 1 1 1 0 0 1 0 0 1 1 0 1 1 0 1 1 1 1 1 1 1 1 0 1 1 0 1 0 1 0 1 0 1 0 1
## [20449] 0 0 1 1 1 0 0 1 1 1 0 1 0 0 0 0 1 1 1 0 1 1 0 1 1 1 0 0 1 0 1 0 1 0 1 0
## [20485] 0 0 0 1 0 0 0 0 1 1 1 1 1 1 1 0 1 0 1 1 1 1 0 0 1 1 0 1 1 0 0 1 1 1 1 1
## [20521] 0 1 0 0 1 1 1 1 0 1 1 1 1 0 0 1 1 0 1 1 1 1 0 0 1 1 0 0 1 0 0 0 1 0 1 0
## [20557] 1 1 1 0 1 1 0 1 1 0 1 1 1 1 0 0 0 1 1 1 1 0 1 1 1 0 0 1 0 1 1 0 1 1 1 1
## [20593] 1 1 1 0 0 1 1 1 0 1 0 1 1 1 0 0 1 1 0 1 0 1 0 1 1 0 1 1 0 0 1 0 0 0 0 1
## [20629] 0 0 0 1 1 1 1 0 0 0 0 0 1 0 0 0 1 1 1 1 1 0 0 0 1 1 1 0 1 0 1 1 1 0 0 0
## [20665] 1 1 1 1 0 0 0 0 1 1 1 0 0 1 0 0 0 1 1 0 1 0 0 1 1 1 1 1 1 1 0 1 0 1 1 0
## [20701] 1 1 1 1 1 1 0 0 1 1 1 0 1 1 0 0 0 1 1 1 1 1 1 0 0 0 0 1 1 1 0 1 1 1 1 0
## [20737] 1 0 1 1 0 1 1 1 1 0 0 1 1 1 1 0 1 1 1 1 1 1 0 1 0 1 1 0 1 0 1 0 1 1 1 0
## [20773] 1 0 0 0 1 1 1 0 0 1 1 1 0 0 0 0 0 0 1 1 1 1 0 0 1 0 1 0 0 0 1 1 0 1 1 0
## [20809] 0 0 0 1 1 1 1 0 0 1 0 1 0 1 1 0 0 1 1 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0
## [20845] 1 1 1 1 1 0 1 0 0 0 0 0 1 1 0 0 0 0 1 1 0 0 1 1 0 0 0 0 0 0 0 1 0 1 1 1
## [20881] 1 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 0 0 0 0 0 1 0 0 0 0 1 0 1 1 0 0 1 0 1 1
## [20917] 1 1 1 1 1 1 1 1 1 0 1 0 1 0 1 1 0 1 0 0 1 1 1 1 1 0 1 1 1 1 0 1 1 1 1 0
## [20953] 0 1 0 0 1 0 0 1 0 1 1 1 1 1 0 1 1 1 1 1 0 0 1 1 0 1 1 1 0 0 1 0 0 1 0 1
## [20989] 0 1 1 0 0 1 1 1 0 0 0 1 0 1 0 1 0 1 0 0 1 1 0 1 1 1 1 0 0 1 1 1 1 1 1 1
## [21025] 1 1 0 0 1 1 0 0 1 0 0 0 1 0 0 1 0 0 1 1 0 1 0 1 1 1 1 0 0 0 1 1 0 0 1 0
## [21061] 0 1 0 0 0 0 0 1 1 1 0 1 0 0 0 0 1 0 1 1 1 0 1 1 1 1 1 1 1 1 0 1 0 1 0 0
## [21097] 1 1 0 0 0 1 1 0 1 1 1 0 1 1 0 1 0 0 0 1 1 1 1 0 1 1 1 0 1 1 0 0 0 1 0 1
## [21133] 0 1 1 1 0 1 0 1 1 0 1 0 0 0 0 1 0 1 1 1 1 0 1 1 0 0 0 1 1 0 1 1 1 1 1 0
## [21169] 0 0 0 0 0 1 1 1 1 1 1 1 0 1 1 1 0 1 1 0 1 0 1 1 0 1 0 0 0 0 0 1 1 1 0 0
## [21205] 1 1 0 0 1 1 1 0 0 1 1 0 0 1 0 1 1 1 1 0 1 1 1 0 1 0 0 1 0 1 1 0 1 1 1 0
## [21241] 1 1 0 0 1 1 1 0 1 0 1 0 1 0 1 0 0 0 0 0 1 1 1 0 1 0 1 1 0 0 0 0 1 0 1 0
## [21277] 0 1 0 0 1 0 1 1 1 1 0 1 1 0 0 1 1 0 1 0 0 0 1 0 0 1 1 1 0 1 1 1 0 0 1 0
## [21313] 0 0 1 0 1 1 1 1 1 0 0 1 0 1 0 1 1 1 0 1 1 1 1 1 0 0 0 1 1 1 0 0 1 1 1 1
## [21349] 0 1 0 0 0 1 0 1 1 1 0 1 0 0 1 1 1 0 0 1 1 0 1 1 0 1 0 0 0 0 0 1 0 1 1 0
## [21385] 0 0 1 1 1 1 1 0 1 0 1 1 1 1 1 1 1 1 0 1 0 1 0 1 1 1 1 1 1 1 1 1 0 0 1 0
## [21421] 1 1 0 1 1 0 0 0 0 1 0 1 0 1 1 1 1 0 1 1 1 0 1 0 0 0 0 0 0 0 0 1 0 0 1 1
## [21457] 0 0 1 1 0 0 0 1 1 1 1 0 0 0 0 1 1 0 1 1 0 1 0 1 1 0 1 0 0 0 1 0 1 0 1 1
## [21493] 1 0 1 1 1 0 1 0 0 0 1 1 1 0 0 1 1 1 0 0 1 0 1 1 1 1 0 1 1 0 0 1 0 0 0 0
## [21529] 1 0 0 1 1 1 0 0 1 0 0 1 1 0 1 1 1 0 0 0 1 1 0 1 0 1 0 0 0 1 0 1 0 1 0 1
## [21565] 1 1 0 0 0 0 0 0 1 1 0 0 1 1 1 1 1 1 1 1 0 1 0 0 1 0 1 0 1 1 0 1 0 0 1 1
## [21601] 0 1 1 1 1 0 1 1 0 0 0 0 0 1 0 0 1 0 1 1 1 0 1 1 1 0 0 1 0 1 1 0 1 1 1 0
## [21637] 0 0 0 1 1 0 1 1 1 1 0 0 1 0 0 1 1 0 0 0 1 1 1 0 1 0 0 0 1 0 0 0 1 0 0 1
## [21673] 1 0 1 1 0 1 1 1 0 0 0 0 0 1 1 1 1 1 0 1 0 0 1 0 0 1 0 1 1 1 0 0 0 0 1 0
## [21709] 0 1 0 0 0 0 0 0 1 0 0 1 1 0 0 0 1 1 0 1 1 0 1 1 0 0 0 0 0 1 0 1 0 1 1 0
## [21745] 1 0 0 0 0 0 1 1 1 1 1 0 1 0 1 0 1 0 1 1 1 1 0 0 1 0 1 1 0 0 0 1 1 1 1 1
## [21781] 0 1 1 1 1 1 1 1 1 1 1 1 0 0 1 0 1 1 1 0 1 1 1 0 0 1 0 0 0 1 1 0 1 0 1 1
## [21817] 1 1 1 1 1 0 0 0 0 0 1 1 1 1 0 1 0 0 0 1 0 0 1 0 1 1 0 0 0 1 1 1 1 1 1 1
## [21853] 1 1 1 1 1 1 0 1 1 0 1 1 0 0 0 1 0 0 1 1 1 0 1 0 0 1 1 1 1 0 1 0 1 1 0 1
## [21889] 1 0 1 1 1 1 1 1 0 0 0 1 1 0 1 1 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1
## [21925] 0 1 0 1 1 1 1 1 0 0 0 0 1 1 1 1 1 1 1 0 0 0 1 1 1 0 0 1 1 1 0 1 0 1 1 0
## [21961] 0 1 0 0 0 1 1 1 0 0 0 0 1 1 1 1 0 1 1 0 1 0 0 0 1 0 1 0 1 0 0 1 1 1 1 0
## [21997] 0 0 1 1 1 1 1 1 0 1 1 0 0 1 1 0 1 1 1 0 1 0 1 1 1 0 1 1 0 1 0 0 0 1 0 1
## [22033] 0 1 1 1 0 0 0 0 1 0 0 1 0 1 1 1 1 1 1 0 1 1 1 1 0 0 1 1 1 0 0 0 0 1 0 1
## [22069] 1 1 1 1 0 1 1 1 1 1 1 1 0 1 0 1 1 1 1 0 0 1 1 0 1 1 1 1 0 1 1 0 0 0 0 0
## [22105] 1 1 1 0 0 1 1 1 0 0 1 0 1 0 1 1 1 0 1 0 0 0 1 1 0 1 1 1 1 1 1 1 0 0 1 1
## [22141] 1 1 1 1 0 1 1 1 1 0 1 0 1 0 0 1 1 0 1 0 1 0 1 1 1 1 1 1 0 1 0 1 1 1 0 1
## [22177] 0 1 1 0 1 1 0 0 1 1 1 1 0 1 0 1 1 0 0 0 0 1 0 0 1 1 1 1 0 0 1 1 1 1 1 1
## [22213] 1 0 0 0 0 1 0 0 0 0 1 1 1 1 0 0 1 1 1 1 0 0 0 1 0 1 0 0 1 1 1 1 1 1 1 0
## [22249] 0 0 1 0 0 1 0 1 1 1 1 1 1 1 0 1 1 0 0 0 1 1 1 1 0 1 1 1 0 0 1 1 1 1 0 1
## [22285] 1 1 0 1 1 1 1 0 0 0 1 1 1 0 1 1 0 1 0 0 0 0 1 1 1 0 0 0 0 1 1 0 1 0 1 1
## [22321] 0 1 1 1 1 1 0 0 0 1 0 1 1 1 0 1 0 0 1 0 1 0 1 0 0 1 1 1 0 1 1 1 1 1 1 1
## [22357] 0 1 1 1 0 1 1 1 1 1 1 0 1 0 0 1 1 1 0 0 0 1 1 1 1 1 1 1 1 1 0 0 1 0 0 1
## [22393] 0 1 1 0 0 1 1 1 0 0 1 0 1 0 0 0 1 1 1 1 1 0 0 0 1 1 0 0 0 0 0 0 0 0 1 1
## [22429] 1 1 0 0 0 1 1 0 1 1 0 0 0 0 1 0 1 0 1 0 0 1 0 0 1 1 0 0 0 1 0 1 1 1 1 1
## [22465] 1 0 0 1 1 0 1 1 1 1 0 1 0 1 1 0 1 0 0 0 1 1 1 1 0 1 1 0 1 1 0 1 0 1 1 1
## [22501] 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 0 0 0 1 1 0 1 0 1 0 1 1 1
## [22537] 0 0 1 0 1 1 1 0 1 1 0 1 1 0 1 0 1 0 0 1 0 0 0 0 0 1 1 1 0 0 1 0 1 0 0 1
## [22573] 0 1 1 1 0 1 0 0 1 0 0 1 0 1 1 1 0 1 0 1 0 0 0 1 0 1 1 0 1 0 0 1 1 1 0 1
## [22609] 1 1 1 1 0 0 0 0 1 1 1 1 1 1 1 0 0 1 1 0 0 1 1 1 1 0 1 1 0 0 0 1 0 1 1 1
## [22645] 0 1 1 0 1 1 1 0 0 1 0 0 1 1 0 0 1 0 1 1 1 1 1 0 0 0 0 1 0 1 1 1 1 1 0 1
## [22681] 1 1 1 1 0 0 0 1 1 1 1 1 0 1 0 1 0 1 1 1 1 0 1 0 0 1 1 1 1 1 0 1 1 1 1 0
## [22717] 0 1 0 1 1 1 0 0 0 0 1 1 1 1 1 1 1 1 1 0 1 0 0 1 0 1 0 0 1 0 1 1 1 1 1 0
## [22753] 0 1 1 1 1 1 1 1 0 1 1 1 0 1 0 0 1 1 1 0 1 1 1 1 0 0 0 0 1 0 0 0 1 0 1 0
## [22789] 1 0 1 1 0 0 1 0 1 0 0 1 1 0 0 0 1 0 1 1 1 1 1 1 1 1 0 1 0 1 1 1 0 1 1 1
## [22825] 0 1 1 1 1 0 1 0 0 1 1 0 0 1 1 1 1 1 1 1 1 1 0 0 1 0 1 1 0 1 0 1 1 1 0 0
## [22861] 1 0 1 1 1 0 1 0 1 0 1 1 1 1 0 1 0 0 1 0 0 0 0 0 0 1 1 1 1 0 0 0 1 1 1 0
## [22897] 1 1 1 0 0 1 1 1 0 1 0 1 1 0 1 1 1 1 0 0 1 1 1 1 0 1 1 1 0 0 1 1 1 1 0 1
## [22933] 1 0 0 0 0 1 1 0 0 0 1 0 0 1 0 1 0 1 0 1 1 1 1 0 1 1 0 1 1 1 1 1 1 1 0 1
## [22969] 0 1 1 1 1 1 1 0 0 0 1 0 1 1 0 0 0 1 0 0 1 0 1 0 1 0 1 0 1 1 0 1 1 1 1 1
## [23005] 0 1 1 1 0 0 1 0 0 1 0 1 0 1 1 1 0 0 1 1 0 0 1 0 1 0 0 1 0 1 1 1 1 0 1 1
## [23041] 0 1 1 1 0 0 0 1 0 0 1 1 0 0 0 1 1 1 0 1 1 1 1 0 0 1 1 0 0 0 1 0 0 0 0 0
## [23077] 1 1 0 0 0 0 0 1 0 1 1 0 1 0 1 1 1 1 1 1 0 1 1 1 0 1 1 0 1 1 0 0 1 0 1 1
## [23113] 0 0 0 0 0 1 0 1 1 1 1 0 0 1 1 1 0 1 0 0 0 1 1 0 0 1 1 1 1 0 1 0 0 1 0 1
## [23149] 1 1 0 0 0 0 1 1 1 0 0 0 1 0 0 1 1 0 1 0 1 1 1 0 0 1 1 1 0 1 1 1 0 0 1 1
## [23185] 1 0 0 0 1 1 1 1 0 1 1 1 1 0 1 1 1 0 1 0 0 0 1 1 0 1 1 1 0 1 1 1 1 0 0 1
## [23221] 1 1 1 1 1 0 0 1 0 1 0 0 0 0 1 0 0 1 0 1 1 1 1 0 0 0 1 0 1 1 1 1 1 0 0 1
## [23257] 0 1 0 1 0 0 1 1 1 0 1 0 1 0 1 0 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 0 0 0 0 0
## [23293] 1 0 1 1 1 1 0 1 1 1 1 1 0 1 0 1 0 1 0 0 1 0 0 1 1 1 1 1 1 0 0 0 1 0 1 1
## [23329] 0 1 1 1 0 1 1 1 0 1 0 0 0 1 0 1 0 0 1 0 1 0 1 0 1 1 1 0 1 0 0 0 0 1 1 1
## [23365] 1 1 1 1 0 1 1 1 1 0 1 0 0 0 1 0 1 1 0 1 1 0 1 1 0 1 0 1 0 1 1 1 1 1 1 0
## [23401] 1 0 1 0 0 0 0 0 0 0 1 0 1 1 1 1 0 1 0 0 1 0 1 1 0 0 1 0 0 0 0 0 0 0 1 0
## [23437] 1 1 0 0 0 1 0 1 1 0 0 1 1 1 0 0 1 0 1 0 0 1 1 0 1 0 1 1 0 1 1 1 0 0 0 0
## [23473] 1 1 0 1 1 1 0 1 1 1 0 1 1 1 0 0 0 0 1 1 1 1 0 1 1 0 0 0 1 1 0 0 1 0 1 1
## [23509] 0 0 1 0 0 0 1 1 0 1 0 1 0 0 0 1 1 1 1 0 1 1 1 0 1 0 1 0 1 0 0 0 1 0 0 1
## [23545] 0 0 1 0 0 0 1 1 1 1 1 1 1 1 0 1 1 1 0 0 0 1 1 0 1 0 1 0 0 0 1 1 1 1 1 0
## [23581] 1 1 0 1 0 1 0 1 0 0 0 1 0 1 0 0 1 0 1 0 1 1 1 1 1 1 0 0 1 0 1 1 1 0 0 0
## [23617] 0 1 1 0 0 0 1 0 1 0 1 0 1 0 0 0 0 1 1 1 0 0 0 1 0 0 1 1 1 1 1 1 0 1 0 1
## [23653] 1 1 1 1 0 1 1 1 1 1 0 1 0 0 1 0 1 0 0 1 0 0 0 1 0 0 1 1 0 1 0 1 1 1 0 0
## [23689] 1 1 1 1 0 1 0 0 0 1 0 1 1 0 1 0 0 0 1 1 0 1 0 0 0 0 1 1 1 0 0 1 1 0 1 1
## [23725] 1 0 1 0 0 0 1 1 0 0 0 0 1 0 1 0 0 0 1 1 1 0 0 1 1 1 0 1 0 0 1 0 1 1 1 0
## [23761] 0 0 1 0 0 0 1 0 1 1 1 0 1 0 0 1 0 1 1 1 0 1 1 0 1 1 0 1 0 1 1 0 0 1 0 0
## [23797] 0 1 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 0 0 1 1 0 1 0 1 1 1 1 1 0 1 0
## [23833] 0 0 0 0 0 0 1 0 0 0 1 1 1 0 0 1 1 1 0 1 0 1 1 0 1 1 1 0 0 1 0 1 0 1 0 1
## [23869] 1 1 1 0 0 0 1 1 0 0 1 1 1 1 0 1 1 0 1 1 1 0 1 1 0 0 0 1 0 1 1 0 1 1 1 1
## [23905] 1 1 1 1 0 1 1 0 0 0 0 0 0 0 1 1 0 0 0 1 1 1 0 0 1 1 1 1 1 1 1 1 0 0 0 1
## [23941] 1 1 1 0 1 1 0 0 0 1 1 0 1 0 1 1 0 0 1 0 1 0 1 1 0 0 0 0 1 0 0 1 1 0 1 1
## [23977] 0 0 0 1 0 0 0 0 0 0 1 0 1 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 1 0 0 0 1 0 1 1
## [24013] 1 1 1 1 0 1 1 1 1 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 0 0 1 0 1 0 1 1
## [24049] 1 1 1 0 1 0 0 1 0 1 1 0 1 1 1 1 0 0 1 1 1 1 1 1 0 1 1 1 0 0 0 1 0 0 1 1
## [24085] 1 1 1 0 0 0 1 1 1 0 1 0 0 0 1 0 0 0 1 1 1 1 1 1 1 1 0 0 1 1 1 0 0 0 1 1
## [24121] 0 1 1 0 1 1 1 1 0 0 1 1 1 1 1 1 1 1 0 0 1 0 1 1 1 0 0 1 1 1 0 0 1 0 0 0
## [24157] 0 0 0 1 1 0 1 1 0 1 1 1 0 1 0 1 1 0 0 1 1 0 0 1 1 1 0 1 1 1 1 1 0 0 1 1
## [24193] 1 0 0 0 1 0 1 1 1 1 0 1 1 1 0 0 0 1 1 0 0 1 1 0 0 1 0 0 1 0 1 0 0 1 1 1
## [24229] 0 1 1 1 0 0 0 1 0 1 1 0 0 1 1 1 1 1 1 1 0 0 1 1 1 0 1 1 0 1 1 1 0 0 0 1
## [24265] 1 1 1 1 1 1 0 0 1 1 0 1 0 1 1 0 1 1 0 0 1 1 0 1 1 1 1 1 1 0 1 0 0 0 0 0
## [24301] 0 1 0 1 1 1 1 0 0 1 1 1 1 1 0 0 1 1 0 1 1 0 0 0 1 1 1 0 1 0 1 1 1 1 1 0
## [24337] 1 0 1 1 0 1 1 0 0 0 1 1 1 1 0 1 1 0 0 0 1 1 0 0 0 0 0 1 1 1 0 0 1 0 0 0
## [24373] 1 0 1 0 1 1 0 1 0 1 1 1 1 0 1 0 0 0 0 1 1 1 1 0 1 1 0 0 0 0 1 1 0 1 1 1
## [24409] 0 1 1 1 1 1 1 1 1 0 1 0 0 0 1 0 1 0 0 1 1 0 1 1 1 1 1 1 1 1 0 1 1 0 0 1
## [24445] 0 0 1 1 0 1 1 1 0 1 0 1 0 1 0 0 1 1 1 0 0 0 0 0 0 1 0 1 1 1 0 0 1 1 1 0
## [24481] 1 0 1 1 0 0 1 0 1 0 0 0 1 0 0 1 0 0 0 1 0 1 1 1 0 0 0 1 1 1 0 1 1 1 1 0
## [24517] 0 1 1 1 0 1 0 0 0 1 0 1 0 1 1 0 1 1 1 1 1 1 0 0 1 1 1 1 1 0 0 0 1 0 1 1
## [24553] 1 1 1 1 1 1 0 1 1 0 0 1 1 1 0 1 1 1 0 0 0 1 0 1 0 0 0 1 0 1 1 0 1 1 1 0
## [24589] 1 1 1 1 0 0 0 0 1 0 1 0 1 1 0 1 0 0 0 1 0 1 0 1 0 1 0 0 1 0 0 1 1 0 1 1
## [24625] 0 0 1 1 0 0 1 1 1 1 1 0 1 1 1 1 0 0 1 0 0 1 0 0 0 0 1 1 0 0 1 1 1 1 1 0
## [24661] 1 1 0 0 0 1 0 0 1 1 0 1 1 0 1 1 1 0 1 0 0 1 1 0 1 1 1 0 1 0 0 0 1 0 0 0
## [24697] 0 1 0 1 1 0 0 0 1 1 1 0 1 0 1 1 0 1 1 1 0 0 0 0 0 1 1 1 1 1 0 1 1 1 1 1
## [24733] 1 1 1 0 1 1 0 1 1 1 1 1 0 1 1 0 0 0 0 1 0 1 0 1 0 1 0 0 0 0 1 1 0 1 0 0
## [24769] 1 1 1 1 1 1 1 1 0 0 1 1 0 0 1 1 1 0 0 0 1 1 0 0 0 1 1 0 1 0 1 0 1 1 1 1
## [24805] 0 0 0 0 1 1 0 1 0 1 1 0 1 1 0 0 1 0 1 1 0 0 0 0 1 0 0 1 0 0 1 1 0 1 1 0
## [24841] 0 0 1 0 0 0 1 1 0 1 1 1 0 1 1 1 1 0 1 1 1 1 1 0 1 1 1 1 1 0 0 1 1 0 1 1
## [24877] 1 1 1 0 0 1 0 1 1 1 1 0 1 1 1 1 1 0 0 1 0 1 0 1 0 1 1 1 1 1 0 0 0 1 0 0
## [24913] 1 1 0 1 1 1 0 0 1 0 1 1 0 1 1 0 1 0 0 1 1 0 1 0 1 1 1 1 1 0 0 1 0 1 1 0
## [24949] 0 1 1 0 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 1 1 1 1 0 0 1 0 0 1 0 0 0
## [24985] 0 1 1 1 0 1 0 1 0 0 0 0 0 1 0 1 0 0 1 1 0 1 0 1 1 1 1 1 0 1 1 0 1 1 0 1
## [25021] 1 0 1 1 1 0 0 0 1 0 0 1 1 0 0 1 1 0 1 0 0 1 0 1 1 0 1 0 0 1 1 1 0 1 0 1
## [25057] 0 1 1 0 1 1 1 1 1 1 0 1 0 1 1 0 0 1 1 0 1 0 1 1 1 1 1 1 1 0 1 1 1 1 0 1
## [25093] 1 1 1 0 1 0 1 1 0 1 1 1 1 0 1 0 0 0 0 0 0 0 0 0 1 1 0 0 1 1 1 1 1 1 1 0
## [25129] 0 0 1 1 0 1 1 1 1 1 0 1 1 1 0 1 1 0 1 0 0 1 0 1 1 1 0 1 1 0 1 1 1 1 0 0
## [25165] 1 1 1 1 1 0 0 0 1 0 1 1 0 1 1 0 1 1 0 0 0 0 1 1 1 0 1 1 0 0 0 0 1 1 0 0
## [25201] 0 1 0 1 1 0 0 1 1 0 1 0 1 0 1 0 0 0 0 1 0 1 1 1 1 0 0 0 0 0 1 1 1 0 0 1
## [25237] 0 0 1 1 0 1 0 0 1 0 0 1 0 1 1 0 0 1 0 1 1 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1
## [25273] 1 0 0 0 1 1 1 1 1 0 1 1 1 0 0 1 0 1 1 1 1 0 1 0 1 0 0 1 1 1 1 1 0 0 1 1
## [25309] 1 0 1 0 1 1 0 1 1 1 0 1 1 1 1 0 1 1 1 1 1 0 0 1 1 0 0 1 1 0 0 1 1 0 0 1
## [25345] 0 1 0 1 0 0 1 0 1 0 1 1 1 1 0 1 0 0 0 0 1 1 0 1 1 1 0 0 1 1 1 0 0 0 0 1
## [25381] 1 1 0 0 1 0 1 1 0 1 1 1 1 1 0 0 1 0 1 1 1 0 1 1 0 0 0 1 0 1 1 1 1 0 1 0
## [25417] 0 0 1 1 1 1 0 1 0 1 1 1 1 1 0 0 1 1 0 0 0 0 1 1 0 0 1 0 1 1 0 0 1 1 1 0
## [25453] 1 0 0 1 0 0 1 1 0 1 1 0 1 0 1 0 1 1 1 1 1 1 1 0 0 0 0 1 0 0 1 1 0 0 0 0
## [25489] 1 1 0 1 1 0 1 0 0 0 0 1 1 1 0 1 0 0 0 0 1 1 1 1 1 0 1 0 0 1 0 1 1 1 0 0
## [25525] 0 1 0 0 0 1 0 1 0 1 1 1 1 1 0 0 1 1 1 1 1 1 0 1 0 0 0 1 1 1 1 1 1 1 1 1
## [25561] 0 0 1 0 0 1 0 0 1 0 0 0 1 0 1 1 1 0 1 0 1 0 1 0 0 1 1 1 1 1 0 0 1 1 1 1
## [25597] 1 0 0 0 1 0 0 0 0 1 1 1 1 1 0 1 1 1 1 1 1 0 1 0 0 1 1 1 0 1 1 1 1 1 0 0
## [25633] 0 1 1 0 1 1 0 1 1 1 1 0 1 0 1 1 1 1 1 0 1 0 1 0 0 1 1 1 0 1 1 0 1 0 1 0
## [25669] 1 1 0 0 1 0 0 0 1 1 1 0 1 1 0 0 0 1 1 1 1 0 1 1 1 1 0 1 0 1 1 0 1 1 1 1
## [25705] 0 0 1 1 1 0 1 0 1 0 0 1 1 1 0 1 1 0 1 1 0 1 1 1 0 0 1 0 1 1 0 1 1 0 1 1
## [25741] 1 0 1 1 1 0 0 0 0 0 1 1 0 0 0 1 1 1 0 1 0 1 1 0 0 1 0 1 1 0 0 1 1 1 0 0
## [25777] 1 1 1 1 0 1 1 1 1 1 1 0 1 1 1 1 0 1 1 0 0 1 1 1 0 0 0 1 1 0 1 0 1 0 0 1
## [25813] 1 1 1 1 1 1 1 1 1 0 1 0 1 0 0 1 0 0 1 1 0 0 0 0 0 1 1 1 1 0 1 1 0 1 1 0
## [25849] 0 0 1 1 1 1 0 1 1 0 0 0 1 1 0 1 1 1 0 0 0 1 0 0 0 0 0 0 0 1 1 1 1 1 1 1
## [25885] 0 0 1 0 1 1 1 0 1 1 1 1 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 1 0 0 1 0 1 0 1 1
## [25921] 1 1 0 1 0 0 0 0 1 1 1 0 0 1 1 1 0 0 1 0 0 1 1 0 1 1 1 0 1 0 0 0 1 0 0 1
## [25957] 0 1 1 1 0 0 1 1 1 1 1 1 1 0 1 1 0 1 0 1
## Levels: 0 1# Convert both to factors ensuring they have the same levels
levels_set <- union(levels(y_test), levels(Ranger_pred))
y_test <- factor(y_test, levels = levels_set)
task.pred <- factor(Ranger_pred, levels = levels_set)Evaluating model performance
acc_ranger <- confusionMatrix(Ranger_pred, y_test)$overall['Accuracy']
acc_ranger## Accuracy
## 0.9626963precision_ranger <- confusionMatrix(Ranger_pred, y_test)$byClass['Precision']
precision_ranger## Precision
## 0.9715293recall <- confusionMatrix(Ranger_pred, y_test)$byClass['Recall']
recall## Recall
## 0.9426467f1_score <- confusionMatrix(Ranger_pred, y_test)$byClass['F1']
f1_score## F1
## 0.9568701sensitivity <- confusionMatrix(Ranger_pred, y_test)$byClass['Sensitivity']
sensitivity## Sensitivity
## 0.9426467specificity <- confusionMatrix(Ranger_pred, y_test)$byClass['Specificity']
specificity## Specificity
## 0.9783847kappa <- confusionMatrix(Ranger_pred, y_test)$overall['Kappa']
kappa## Kappa
## 0.9240191auc <- confusionMatrix(Ranger_pred, y_test)$byClass['AUC']
auc## <NA>
## NAConclusion
You can copy this markdown content into a Jupyter notebook and execute it with the appropriate kernel (R kernel) to run the R code snippets. Let me know if you need further assistance!